{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Weather Data : Visualization After Smoothing\n",
    "\n",
    "### For New York State"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:53:39.018435Z",
     "start_time": "2018-04-26T21:53:35.870474Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import sklearn as sk\n",
    "import urllib\n",
    "import math\n",
    "%pylab inline\n",
    "\n",
    "import findspark\n",
    "findspark.init()\n",
    "\n",
    "from pyspark import SparkContext\n",
    "#sc.stop()\n",
    "sc = SparkContext(master=\"local[3]\",pyFiles=['lib/numpy_pack.py','lib/spark_PCA.py','lib/computeStatistics.py'])\n",
    "\n",
    "from pyspark import SparkContext\n",
    "from pyspark.sql import *\n",
    "import pyspark.sql\n",
    "sqlContext = SQLContext(sc)\n",
    "\n",
    "import numpy as np\n",
    "from lib.numpy_pack import packArray,unpackArray\n",
    "from lib.spark_PCA import computeCov\n",
    "from lib.computeStatistics import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:53:40.495110Z",
     "start_time": "2018-04-26T21:53:40.491415Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import warnings  # Suppress Warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "_figsize=(10,7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Read Data\n",
    "\n",
    "### Read Raw data for state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:53:46.795068Z",
     "start_time": "2018-04-26T21:53:46.530241Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "decon_NY_SNWD.parquet  STAT_NY.pickle\t\t Weather_stations.tgz\r\n",
      "recon_NY_SNWD.parquet  US_stations.tsv\r\n",
      "stations.parquet       Weather_Stations.parquet\r\n"
     ]
    }
   ],
   "source": [
    "!rm -r ../Data/Weather/NY.*\n",
    "!ls ../Data/Weather"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:54:10.722253Z",
     "start_time": "2018-04-26T21:54:00.589568Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "curl https://mas-dse-open.s3.amazonaws.com/Weather/by_state_2/NY.tgz > ../Data/Weather/NY.tgz\n",
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "100 63.2M  100 63.2M    0     0  1291k      0  0:00:50  0:00:50 --:--:--  779k\n",
      "-rw-r--r-- 1 jovyan users 64M May 13 00:34 ../Data/Weather/NY.tgz\n"
     ]
    }
   ],
   "source": [
    "state='NY'\n",
    "data_dir='../Data/Weather'\n",
    "\n",
    "tarname=state+'.tgz'\n",
    "parquet=state+'.parquet'\n",
    "\n",
    "!rm -rf $data_dir/$tarname\n",
    "\n",
    "command=\"curl https://mas-dse-open.s3.amazonaws.com/Weather/by_state_2/%s > %s/%s\"%(tarname,data_dir,tarname)\n",
    "print(command)\n",
    "!$command\n",
    "!ls -lh $data_dir/$tarname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:54:15.751920Z",
     "start_time": "2018-04-26T21:54:15.617891Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 115964\r\n",
      "drwxr-xr-x 10 jovyan users      340 May 13 00:08 decon_NY_SNWD.parquet\r\n",
      "-rw-r--r--  1 jovyan users 66288146 May 13 00:34 NY.tgz\r\n",
      "drwxr-xr-x 10 jovyan users      340 May 13 00:08 recon_NY_SNWD.parquet\r\n",
      "drwxr-xr-x 10 jovyan users      340 Apr 10 21:22 stations.parquet\r\n",
      "-rw-r--r--  1 jovyan users 51365103 May 13 00:30 STAT_NY.pickle\r\n",
      "-rw-r--r--  1 jovyan users   731305 May 13 00:08 US_stations.tsv\r\n",
      "drwxr-xr-x  7 jovyan users      238 May 13 00:08 Weather_Stations.parquet\r\n",
      "-rw-r--r--  1 jovyan users   353056 May 13 00:30 Weather_stations.tgz\r\n"
     ]
    }
   ],
   "source": [
    "!ls -l $data_dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:54:20.671658Z",
     "start_time": "2018-04-26T21:54:19.799442Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/Sections/Data/Weather\n",
      "76M\t./NY.parquet\n",
      "/home/jovyan/work/Sections/Section2-Weather-PCA\n"
     ]
    }
   ],
   "source": [
    "cur_dir,=!pwd\n",
    "%cd $data_dir\n",
    "!tar -xzf $tarname\n",
    "!du -h ./$parquet\n",
    "%cd $cur_dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:54:23.450820Z",
     "start_time": "2018-04-26T21:54:23.321000Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "76M\t../Data/Weather/NY.parquet\r\n"
     ]
    }
   ],
   "source": [
    "!du -h $data_dir/$parquet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:54:28.540079Z",
     "start_time": "2018-04-26T21:54:25.424140Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NY.parquet\n",
      "number of rows= 168398\n"
     ]
    }
   ],
   "source": [
    "print(parquet)\n",
    "weather_df=sqlContext.read.parquet(data_dir+'/'+parquet)\n",
    "#weather_df=weather_df.drop('State') # we drop State because it already exists in \"Stations\".\n",
    "print('number of rows=',weather_df.count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:54:34.308634Z",
     "start_time": "2018-04-26T21:54:33.521186Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+-----------+----+--------------------+-----------------+--------------+------------------+-----------------+-----+-----------------+\n",
      "|    Station|Measurement|Year|              Values|       dist_coast|      latitude|         longitude|        elevation|state|             name|\n",
      "+-----------+-----------+----+--------------------+-----------------+--------------+------------------+-----------------+-----+-----------------+\n",
      "|USW00094704|   PRCP_s20|1945|[00 00 00 00 00 0...|361.8320007324219|42.57080078125|-77.71330261230469|208.8000030517578|   NY|DANSVILLE MUNI AP|\n",
      "+-----------+-----------+----+--------------------+-----------------+--------------+------------------+-----------------+-----+-----------------+\n",
      "only showing top 1 row\n",
      "\n"
     ]
    }
   ],
   "source": [
    "weather_df.show(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### read statistics information for state."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:55:06.830685Z",
     "start_time": "2018-04-26T21:55:04.184837Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "curl https://mas-dse-open.s3.amazonaws.com/Weather/by_state_2/STAT_NY.pickle.gz > ../Data/Weather/STAT_NY.pickle.gz\n",
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "100 29.9M  100 29.9M    0     0  6646k      0  0:00:04  0:00:04 --:--:-- 6648k\n"
     ]
    }
   ],
   "source": [
    "#read statistics\n",
    "filename='STAT_%s.pickle'%state\n",
    "command=\"curl https://mas-dse-open.s3.amazonaws.com/Weather/by_state_2/%s.gz > %s/%s.gz\"%(filename,data_dir,filename)\n",
    "print(command)\n",
    "!$command"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:55:17.873795Z",
     "start_time": "2018-04-26T21:55:17.742774Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../Data/Weather/STAT_NY.pickle.gz\n",
      "-rw-r--r-- 1 jovyan users 31373293 May 13 00:35 ../Data/Weather/STAT_NY.pickle.gz\n"
     ]
    }
   ],
   "source": [
    "gzpath='%s/%s.gz'%(data_dir,filename)\n",
    "print(gzpath)\n",
    "!ls -l $gzpath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:55:26.862156Z",
     "start_time": "2018-04-26T21:55:26.405370Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../Data/Weather/STAT_NY.pickle.gz\n",
      "total 115964\n",
      "drwxr-xr-x 10 jovyan users      340 May 13 00:08 decon_NY_SNWD.parquet\n",
      "drwxr-xr-x 31 jovyan users     1054 Apr 19 01:12 NY.parquet\n",
      "-rw-r--r--  1 jovyan users 66288146 May 13 00:34 NY.tgz\n",
      "drwxr-xr-x 10 jovyan users      340 May 13 00:08 recon_NY_SNWD.parquet\n",
      "drwxr-xr-x 10 jovyan users      340 Apr 10 21:22 stations.parquet\n",
      "-rw-r--r--  1 jovyan users 51365103 May 13 00:35 STAT_NY.pickle\n",
      "-rw-r--r--  1 jovyan users   731305 May 13 00:08 US_stations.tsv\n",
      "drwxr-xr-x  7 jovyan users      238 May 13 00:08 Weather_Stations.parquet\n",
      "-rw-r--r--  1 jovyan users   353056 May 13 00:30 Weather_stations.tgz\n"
     ]
    }
   ],
   "source": [
    "print(gzpath)\n",
    "!gunzip -f $gzpath\n",
    "!ls -l $data_dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:55:33.175362Z",
     "start_time": "2018-04-26T21:55:33.110880Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "STAT,STAT_Descriptions = load(open(data_dir+'/'+filename,'rb'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:00:10.654527Z",
     "start_time": "2018-04-26T22:00:10.650928Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['SNOW_s20', 'TMIN_s20', 'TOBS', 'SNWD_s20', 'PRCP_s20', 'TOBS_s20', 'PRCP', 'TMAX', 'TMAX_s20', 'TMIN', 'SNOW', 'SNWD'])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Measurements = STAT.keys()\n",
    "Measurements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:55:35.402116Z",
     "start_time": "2018-04-26T21:55:35.398098Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Name  \t                 Description             \t  Size\n",
      "--------------------------------------------------------------------------------\n",
      "SortedVals\t                        Sample of values\tvector whose length varies between measurements\n",
      "     UnDef\t      sample of number of undefs per row\tvector whose length varies between measurements\n",
      "      mean\t                              mean value\t()\n",
      "       std\t                                     std\t()\n",
      "    low100\t                               bottom 1%\t()\n",
      "   high100\t                                  top 1%\t()\n",
      "   low1000\t                             bottom 0.1%\t()\n",
      "  high1000\t                                top 0.1%\t()\n",
      "         E\t                   Sum of values per day\t(365,)\n",
      "        NE\t                 count of values per day\t(365,)\n",
      "      Mean\t                                    E/NE\t(365,)\n",
      "         O\t                   Sum of outer products\t(365, 365)\n",
      "        NO\t               counts for outer products\t(365, 365)\n",
      "       Cov\t                                    O/NO\t(365, 365)\n",
      "       Var\t  The variance per day = diagonal of Cov\t(365,)\n",
      "    eigval\t                        PCA eigen-values\t(365,)\n",
      "    eigvec\t                       PCA eigen-vectors\t(365, 365)\n"
     ]
    }
   ],
   "source": [
    "print(\"   Name  \\t                 Description             \\t  Size\")\n",
    "print(\"-\"*80)\n",
    "print('\\n'.join([\"%10s\\t%40s\\t%s\"%(s[0],s[1],str(s[2])) for s in STAT_Descriptions]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Read information about US weather stations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:55:38.416571Z",
     "start_time": "2018-04-26T21:55:37.740702Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "curl https://mas-dse-open.s3.amazonaws.com/Weather/Weather_Stations.tgz > ../Data/Weather/Weather_Stations.tgz\n",
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "100  344k  100  344k    0     0   447k      0 --:--:-- --:--:-- --:--:--  447k\n"
     ]
    }
   ],
   "source": [
    "filename='Weather_Stations.tgz'\n",
    "parquet='stations.parquet'\n",
    "command=\"curl https://mas-dse-open.s3.amazonaws.com/Weather/%s > %s/%s\"%(filename,data_dir,filename)\n",
    "print(command)\n",
    "!$command"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:55:47.973989Z",
     "start_time": "2018-04-26T21:55:47.678748Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jovyan/work/Sections/Data/Weather\n",
      "77824\tNY.parquet\n",
      "1612\tWeather_Stations.parquet\n",
      "1888\tdecon_NY_SNWD.parquet\n",
      "1888\trecon_NY_SNWD.parquet\n",
      "420\tstations.parquet\n",
      "/home/jovyan/work/Sections/Section2-Weather-PCA\n"
     ]
    }
   ],
   "source": [
    "%cd $data_dir\n",
    "!tar -xzf $filename\n",
    "!du -s *.parquet\n",
    "%cd $cur_dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:55:49.963239Z",
     "start_time": "2018-04-26T21:55:49.757845Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+----------+--------+---------+---------+-----+----------------+\n",
      "|    Station|Dist_coast|Latitude|Longitude|Elevation|State|            Name|\n",
      "+-----------+----------+--------+---------+---------+-----+----------------+\n",
      "|USC00341900|   739.956|    36.3| -96.4667|    242.3|   OK|       CLEVELAND|\n",
      "|USC00428114|    908.22|    40.1|-111.6667|   1409.1|   UT|SPANISH FORK 1 S|\n",
      "|USC00165926|   23.8801| 29.7853| -90.1158|      0.9|   LA|   MARRERO 9 SSW|\n",
      "|USC00411974|   541.905| 31.5333|-101.2842|    755.9|   TX|        COPE RCH|\n",
      "|USC00318906|   310.311| 35.5231| -81.4439|    274.3|   NC|    VALE AG 2 SW|\n",
      "+-----------+----------+--------+---------+---------+-----+----------------+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "stations_df =sqlContext.read.parquet(data_dir+'/'+parquet)\n",
    "stations_df.show(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-13T16:31:43.808172Z",
     "start_time": "2018-04-13T16:31:43.776370Z"
    }
   },
   "outputs": [],
   "source": [
    "weather_df.join?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:57:49.379554Z",
     "start_time": "2018-04-26T21:57:48.951157Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+-----------+----+--------------------+-----------------+--------------+------------------+-----------------+-----+----------+--------+---------+---------+-----+-----------------+\n",
      "|    Station|Measurement|Year|              Values|       dist_coast|      latitude|         longitude|        elevation|state|Dist_coast|Latitude|Longitude|Elevation|State|             Name|\n",
      "+-----------+-----------+----+--------------------+-----------------+--------------+------------------+-----------------+-----+----------+--------+---------+---------+-----+-----------------+\n",
      "|USW00094704|   PRCP_s20|1945|[00 00 00 00 00 0...|361.8320007324219|42.57080078125|-77.71330261230469|208.8000030517578|   NY|   361.832| 42.5708| -77.7133|    208.8|   NY|DANSVILLE MUNI AP|\n",
      "|USW00094704|   PRCP_s20|1946|[99 46 52 46 0B 4...|361.8320007324219|42.57080078125|-77.71330261230469|208.8000030517578|   NY|   361.832| 42.5708| -77.7133|    208.8|   NY|DANSVILLE MUNI AP|\n",
      "|USW00094704|   PRCP_s20|1947|[79 4C 75 4C 8F 4...|361.8320007324219|42.57080078125|-77.71330261230469|208.8000030517578|   NY|   361.832| 42.5708| -77.7133|    208.8|   NY|DANSVILLE MUNI AP|\n",
      "+-----------+-----------+----+--------------------+-----------------+--------------+------------------+-----------------+-----+----------+--------+---------+---------+-----+-----------------+\n",
      "only showing top 3 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "jdf=weather_df.drop('name').join(stations_df,on='Station',how='left')\n",
    "jdf.show(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:58:04.182840Z",
     "start_time": "2018-04-26T21:58:02.062951Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+-----+\n",
      "|                Name|count|\n",
      "+--------------------+-----+\n",
      "|     SETAUKET STRONG| 1438|\n",
      "|NEW YORK CNTRL PK...| 1430|\n",
      "|            LOWVILLE| 1410|\n",
      "|              ELMIRA| 1408|\n",
      "|            ANGELICA| 1406|\n",
      "+--------------------+-----+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "sqlContext.registerDataFrameAsTable(jdf,'jdf')\n",
    "\n",
    "#find the stations in NY with the most measurements.\n",
    "sqlContext.sql('select Name,count(Name) as count from jdf GROUP BY Name ORDER BY count DESC').show(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:58:12.788624Z",
     "start_time": "2018-04-26T21:58:12.139632Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+-----+\n",
      "|Measurement|count|\n",
      "+-----------+-----+\n",
      "|   TMIN_s20|  120|\n",
      "|       TMIN|  120|\n",
      "|   SNOW_s20|  121|\n",
      "|       TOBS|  113|\n",
      "|   SNWD_s20|  109|\n",
      "|   TOBS_s20|  113|\n",
      "|   PRCP_s20|  121|\n",
      "|       TMAX|  120|\n",
      "|       SNOW|  121|\n",
      "|   TMAX_s20|  120|\n",
      "|       SNWD|  109|\n",
      "|       PRCP|  121|\n",
      "+-----------+-----+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#find how many measurements of each type for a particlar station\n",
    "stat='ELMIRA'\n",
    "Query=\"\"\"\n",
    "SELECT Measurement,count(Measurement) as count \n",
    "FROM jdf \n",
    "WHERE Name='%s' \n",
    "GROUP BY Measurement\n",
    "\"\"\"%stat\n",
    "sqlContext.sql(Query).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:58:15.863445Z",
     "start_time": "2018-04-26T21:58:14.901749Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----+-----+\n",
      "|Year|count|\n",
      "+----+-----+\n",
      "|1950|   12|\n",
      "|1951|   12|\n",
      "|1958|   12|\n",
      "|1919|   12|\n",
      "|1936|   12|\n",
      "+----+-----+\n",
      "only showing top 5 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#find year with all 6 measurements\n",
    "Query=\"\"\"\n",
    "SELECT Year,count(Year) as count \n",
    "FROM jdf \n",
    "WHERE Name='%s' \n",
    "GROUP BY Year\n",
    "ORDER BY count DESC\n",
    "\"\"\"%stat\n",
    "sqlContext.sql(Query).show(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T21:58:19.034974Z",
     "start_time": "2018-04-26T21:58:18.534561Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Station</th>\n",
       "      <th>Year</th>\n",
       "      <th>Values</th>\n",
       "      <th>dist_coast</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>elevation</th>\n",
       "      <th>state</th>\n",
       "      <th>Dist_coast</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Elevation</th>\n",
       "      <th>State</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Measurement</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SNOW_s20</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[102, 61, 227, 61, 128, 62, 17, 63, 170, 63, 7...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SNWD_s20</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[170, 70, 121, 71, 48, 72, 170, 72, 45, 73, 19...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOBS_s20</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[85, 203, 22, 204, 135, 204, 255, 204, 123, 20...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRCP_s20</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[25, 76, 17, 76, 25, 76, 30, 76, 36, 76, 43, 7...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMAX_s20</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[79, 82, 17, 82, 214, 81, 149, 81, 83, 81, 15,...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMIN_s20</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[85, 209, 139, 209, 195, 209, 253, 209, 59, 21...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PRCP</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[0, 69, 0, 0, 0, 0, 0, 72, 128, 86, 0, 66, 112...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SNOW</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SNWD</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMAX</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[160, 86, 160, 86, 160, 86, 40, 88, 128, 88, 9...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMIN</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[0, 0, 128, 209, 0, 207, 0, 0, 128, 84, 128, 7...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOBS</th>\n",
       "      <td>USC00302610</td>\n",
       "      <td>2007</td>\n",
       "      <td>[0, 0, 64, 204, 0, 0, 224, 85, 160, 87, 64, 76...</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>272.682007</td>\n",
       "      <td>42.099701</td>\n",
       "      <td>-76.8358</td>\n",
       "      <td>288.600006</td>\n",
       "      <td>NY</td>\n",
       "      <td>ELMIRA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Station  Year  \\\n",
       "Measurement                      \n",
       "SNOW_s20     USC00302610  2007   \n",
       "SNWD_s20     USC00302610  2007   \n",
       "TOBS_s20     USC00302610  2007   \n",
       "PRCP_s20     USC00302610  2007   \n",
       "TMAX_s20     USC00302610  2007   \n",
       "TMIN_s20     USC00302610  2007   \n",
       "PRCP         USC00302610  2007   \n",
       "SNOW         USC00302610  2007   \n",
       "SNWD         USC00302610  2007   \n",
       "TMAX         USC00302610  2007   \n",
       "TMIN         USC00302610  2007   \n",
       "TOBS         USC00302610  2007   \n",
       "\n",
       "                                                        Values  dist_coast  \\\n",
       "Measurement                                                                  \n",
       "SNOW_s20     [102, 61, 227, 61, 128, 62, 17, 63, 170, 63, 7...  272.682007   \n",
       "SNWD_s20     [170, 70, 121, 71, 48, 72, 170, 72, 45, 73, 19...  272.682007   \n",
       "TOBS_s20     [85, 203, 22, 204, 135, 204, 255, 204, 123, 20...  272.682007   \n",
       "PRCP_s20     [25, 76, 17, 76, 25, 76, 30, 76, 36, 76, 43, 7...  272.682007   \n",
       "TMAX_s20     [79, 82, 17, 82, 214, 81, 149, 81, 83, 81, 15,...  272.682007   \n",
       "TMIN_s20     [85, 209, 139, 209, 195, 209, 253, 209, 59, 21...  272.682007   \n",
       "PRCP         [0, 69, 0, 0, 0, 0, 0, 72, 128, 86, 0, 66, 112...  272.682007   \n",
       "SNOW         [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...  272.682007   \n",
       "SNWD         [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...  272.682007   \n",
       "TMAX         [160, 86, 160, 86, 160, 86, 40, 88, 128, 88, 9...  272.682007   \n",
       "TMIN         [0, 0, 128, 209, 0, 207, 0, 0, 128, 84, 128, 7...  272.682007   \n",
       "TOBS         [0, 0, 64, 204, 0, 0, 224, 85, 160, 87, 64, 76...  272.682007   \n",
       "\n",
       "              latitude  longitude   elevation state  Dist_coast   Latitude  \\\n",
       "Measurement                                                                  \n",
       "SNOW_s20     42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "SNWD_s20     42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "TOBS_s20     42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "PRCP_s20     42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "TMAX_s20     42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "TMIN_s20     42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "PRCP         42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "SNOW         42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "SNWD         42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "TMAX         42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "TMIN         42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "TOBS         42.099701   -76.8358  288.600006    NY  272.682007  42.099701   \n",
       "\n",
       "             Longitude   Elevation State    Name  \n",
       "Measurement                                       \n",
       "SNOW_s20      -76.8358  288.600006    NY  ELMIRA  \n",
       "SNWD_s20      -76.8358  288.600006    NY  ELMIRA  \n",
       "TOBS_s20      -76.8358  288.600006    NY  ELMIRA  \n",
       "PRCP_s20      -76.8358  288.600006    NY  ELMIRA  \n",
       "TMAX_s20      -76.8358  288.600006    NY  ELMIRA  \n",
       "TMIN_s20      -76.8358  288.600006    NY  ELMIRA  \n",
       "PRCP          -76.8358  288.600006    NY  ELMIRA  \n",
       "SNOW          -76.8358  288.600006    NY  ELMIRA  \n",
       "SNWD          -76.8358  288.600006    NY  ELMIRA  \n",
       "TMAX          -76.8358  288.600006    NY  ELMIRA  \n",
       "TMIN          -76.8358  288.600006    NY  ELMIRA  \n",
       "TOBS          -76.8358  288.600006    NY  ELMIRA  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get all measurements for a particular year and a particular station\n",
    "year=2007\n",
    "Query=\"\"\"\n",
    "SELECT *\n",
    "FROM jdf \n",
    "WHERE Name='%s' \n",
    "and Year=%d\n",
    "\"\"\"%(stat,year )\n",
    "pandas_df=sqlContext.sql(Query).toPandas()\n",
    "pandas_df=pandas_df.set_index('Measurement')\n",
    "pandas_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:03:30.590539Z",
     "start_time": "2018-04-26T22:03:30.586302Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['TOBS', 'PRCP', 'TMAX', 'TMIN', 'SNOW', 'SNWD']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_measurements=[m for m in Measurements if not '_s20' in m]\n",
    "raw_measurements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:11:48.393701Z",
     "start_time": "2018-04-26T22:11:47.742304Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x576 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=[15,8])\n",
    "i=1\n",
    "for m in raw_measurements:\n",
    "    subplot(2,3,i)\n",
    "    i+=1\n",
    "    if m=='PRCP' or m=='SNOW':\n",
    "        f=20\n",
    "    else:\n",
    "        f=1\n",
    "    plot(unpackArray(pandas_df.loc[m,'Values'],np.float16)/10.,label=m);\n",
    "    ms=m+\"_s20\"\n",
    "    \n",
    "    plot(f*unpackArray(pandas_df.loc[ms,'Values'],np.float16)/10.,label=ms);\n",
    "    xlabel('day of year')\n",
    "    title(m)\n",
    "    legend()\n",
    "    grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:17:58.862469Z",
     "start_time": "2018-04-26T22:17:58.855885Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "from lib.YearPlotter import *\n",
    "from lib.MultiPlot import *\n",
    "YP=YearPlotter()\n",
    "def plot_valid(m,fig,axis):\n",
    "    valid_m=STAT[m]['NE']\n",
    "    YP.plot(valid_m,fig,axis,title='valid-counts '+m,label=m)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Plots of mean and std of observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:18:11.421421Z",
     "start_time": "2018-04-26T22:18:11.406537Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "def plot_mean_std(m,fig,axis):\n",
    "    scale=1.\n",
    "    temps=['TMIN','TMAX','TOBS']\n",
    "    percipitation=['PRCP','SNOW','SNWD']\n",
    "    _labels=['mean+std','mean','mean-std']\n",
    "    if (m in temps or m=='PRCP'):\n",
    "        scale=10.\n",
    "    mean=STAT[m]['Mean']/scale\n",
    "    std=np.sqrt(STAT[m]['Var'])/scale\n",
    "    graphs=np.vstack([mean+std,mean,mean-std]).transpose()\n",
    "    YP.plot(graphs,fig,axis,labels=_labels,title='Mean+-std   '+m)\n",
    "    if (m in temps):\n",
    "        axis.set_ylabel('Degrees Celsius')\n",
    "    if (m in percipitation):\n",
    "        axis.set_ylabel('millimeter')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:18:12.449331Z",
     "start_time": "2018-04-26T22:18:12.446610Z"
    }
   },
   "outputs": [],
   "source": [
    "from lib.MultiPlot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:18:25.175832Z",
     "start_time": "2018-04-26T22:18:24.878395Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pair(['TMIN','TMIN_s20'],plot_mean_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:18:50.704958Z",
     "start_time": "2018-04-26T22:18:50.412640Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pair(['PRCP','PRCP_s20'],plot_mean_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T23:34:29.856252Z",
     "start_time": "2018-04-26T23:34:29.559855Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pair(['SNOW_s20', 'SNWD_s20'],plot_mean_std)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Plotting percentage of variance explained by Eigen-vectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:22:12.493200Z",
     "start_time": "2018-04-26T22:22:12.484342Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "def pltVarExplained(j):\n",
    "    subplot(1,3,j)\n",
    "    EV=STAT[m]['eigval']\n",
    "    k=5\n",
    "    L=([0,]+list(cumsum(EV[:k])))/sum(EV)\n",
    "    #print m,L\n",
    "    plot(L)\n",
    "    title('Percentage of Variance Explained for '+ m)\n",
    "    ylabel('Percentage of Variance')\n",
    "    xlabel('# Eigenvector')\n",
    "    grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-13T16:36:36.620246Z",
     "start_time": "2018-04-13T16:36:36.492093Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mkdir: cannot create directory ‘r_figures’: File exists\r\n"
     ]
    }
   ],
   "source": [
    "# create a subdirectory in which to place the plots.\n",
    "!mkdir r_figures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:22:19.994674Z",
     "start_time": "2018-04-26T22:22:19.604391Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f=plt.figure(figsize=(15,4))\n",
    "j=1\n",
    "for m in ['TMIN', 'TOBS', 'TMAX']: #,\n",
    "    pltVarExplained(j)\n",
    "    j+=1\n",
    "f.savefig('r_figures/VarExplained1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:22:36.187261Z",
     "start_time": "2018-04-26T22:22:35.820242Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA40AAAEWCAYAAADCanKQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd8W9d5//HPwy1SXBIpUYOSrL1sDcuWtylvJ7aVNDvOcNpmjyZNmqRN2jhJf7+MX9oMx81q0zSJs5flxrGTWKRkK5aHbMlDJrUHh0RQ4qY4cX5/3EsJpjhAkCAA4vt+vfgicHEBPAAuHtzn3HPONeccIiIiIiIiIoNJiXUAIiIiIiIiEr9UNIqIiIiIiMiQVDSKiIiIiIjIkFQ0ioiIiIiIyJBUNIqIiIiIiMiQVDSKiIiIiIjIkFQ0xjnz/LeZNZrZkxP0nN82s3+eiOeKJTNbYGbOzNLCWPdqM6uKUhw/MLN/Heb2fzWzBjM7EY3nF4mEclP0KDeJREZ5KXqUl2RCikYzO2JmZ8yszcxO+l/oqRPx3OHyY7wh1nEM4irgRmCuc+7S0BvM7HIzazez3IF3MrNnzewDkTyhc+49zrnPRxbu+DOzu8ysz99+Qv9mT1QMzrlHnXPLJur5+plZKfBRYKVzrmSMjzVvwPvn/O2n//rVfjJ2ZnbHgPt+zV9+l3/9LjN7LOT2I/53Oydk2d+aWcUY4v0HM3vBzFrN7LCZ/cOA2xeYWbmZdZhZZSTfX+WmMVFuUm6asNzkr3eFmW31c0KzmT1gZitDHqfMzIIh96sxs88OeK7NZrbbzFr8HctHzGxBhHEvNbP7zSxgZqfN7GEzWzZgnY+Y2Qk/3u+bWWYYj6u8FDnlJeWluNtnClle5i//+IDl6/wcsThk2cVm1jSG/PR2M9vl57pqM/uyhRT8ZjbNzH7rv6ajZvbmkR5zIo803u6cmwqsBy4BPj3aB7AwWjcmofnAEedc+8AbnHOPA9XAa0KXm9lqYCXw09E+mZmlRhhntD3unJs64K821kFNgPnAKedc/WjvOPD74pw7Fvr++YvXhCx71F+2D3j7gMd5HXBwhKdMA/5utHEOw4C3AYXALcAHzOyNIbf/FHgWmA58CviVmRVH8DzKTZFRbvIoN41SJLnJzC4H/gjcD8wGLgD2ADvMbGHIw9WGPM5VwN+Y2av8510M/BBvpzLff4z/AIKjfQ2+AmALsAyYCTzpx9f/Om8GPglcDywAFgKfPe9RBqe8FBnlJY/y0ihN0D7T24HToev7z/UscC/wPfOkA98H/sU5d2S0r8WXDXwYKAI24uWhj4Xcfi/QjZe77gS+ZWarhn1E51zU/4AjwA0h1/8f8L/+5Xzgv4A6oAb4VyDVv+0uYAfwVbw3+V/95e8EXgJagb3Aen/5bODXQAA4DHwo5DnvBn6B94PRCrwIbPBv+xHej8YZoA34uL/8l8AJoBnYDqwKebzpwANAC/CUH/djIbcvB/7kx10FvH6Y92c23g/PaeAA8E5/+d8AnUCfH9dnB7nvPwFbByz7MvCbkOvDvY4fAN8CHgTagRv8Zf3vdSHwv/572uhfnhty/wrg8/7n1Ir3o14UcvtVwF+AJuA4cJe/PBP4CnAMOAl8G5gyxPtzV+h7O+C2Rf77FroNNABlIfF9Ae/HvBnvB32af9sCwAFp/vV3cG67OgS8O+R5yoDqAdv0x4Dn/Mf9OZAVcvttwG7/df8FuCjktnXAM/7z/Bz4Wf/7PeC13YC3TQb9z/8H/vI78LbfJv/1rRgQ1yf8uLr6X9sQ750DFg9Y9gP/czkBFIa8lj8Aj4V8fi/7TPzn/aT/WRT4y/4WqBghNxje97vefx+fA1YPse43gHv8y0v915cbcvujwHuUm5SblJsmZW56FPiPQdb9A/DDwd4Lf9kvgH/yL78W2D2aHOHf71Lgabzv1Eng34dYb5of+3T/+k+A/xty+/XACeUl5SWUlyZLXvoBYewz+cuz/dfwRrxibcOAx8oEKoF3A5/xt5GUMPLFJ/ByQSved+f6Idb7e+AB/3KOH8PSkNt/BHxx2OcaKZjx+CMkAQKl/of3ef/674Dv+C9ghr+hvjtkw+8FPoh3FGMKXvVeg9fyZsBivJaFFGAX8C9ABl6L3iHg5pAE2Am8AkjF+1LsHCzGkGV/DeT6H+TXCPmx8Tfan/kbwUq8L/djIR/GcbwvVBpeS2EDIYlnwPNsw2vtzALW4iWb60f68oe8nz3APP96Cl5L2qvCfB0/wPsCX+nfN4uXJ8DpeK1y2f5j/BL43YAEeBBvJ36Kf/2L/m3z8DbiNwHp/mOt9W/7Gl7Sn+Y/7gPAF0abAP3b+38Qs4GHga8MiK8GWO1/Lr8GfjxEAnwlXkI14Fqgg3OJtYzzE+CTeAl3mv/87/FvW49XBG3E29be7q+fibdtHgU+4r8nr/U/v/MS4BDPuxTvh+pG//4fx/vRzAiJa7e/XQz6gxJGAvxX4LvAe/1lv/A/w5GKxhuA33Bu2wmnaLwZ73tb4L/vK4BZg6xneEcV+9/jVwMvDVjnm/hFpXKTchPKTZMmN/nvXx+waZB13wHUDRHTEv89vs6/vhDvu/ZVYBMwNcw88TjwVv/yVOCyIdZ7VX8s/vU9wBtCrhcRUlQqLykvobwECZqXQraHEfeZ/OVvxWvsSfU/v28M8hxX4hW3LcDyMHLTMrzvzuyQz2jREOv+LmRbWwecGXD7x/CLyiGfb6SAxuPP/1Da/DfiKN6XfQreIdGu0A/Kf6PLQzb8YwMe62Hg7wZ5jo2DrPuPwH/7l+8G/hxy28rQN4xBEuCAxyrwN5h8/wPvAZaF3H621Qx4A/DogPt/B/jMII9bivdjGHrE5AucayG5i2G+/P46f+ZcS+qNeMk2faTXEbLB/3CwL8EQ918LNIZcrwA+HXL9fcBDIe//bwd5DMP7Ei8KWXY5cHiI57wL74ewKeTv4IB1tgDP47UWZQ6I74sh11fita6kMiABDvEF+zv/chnnJ8C3hFz/MvBt//K38H/gQ26vwkuq1wC1gIXc9pdh3u+Bz/vPwC9CrqfgJfiykLj+Oszv5XAJ8Cq8HaV8vFbNKYRXNK7G+0EtJryi8Tq8rh2XMUyLGl6Xrj39ny1e8t05YJ3/g/+9CfcP5SZQblJuivPcBMz1l523E4XXdb0nJKYg53a6HF5DVkbI+pfh7dQF8IqiHzBC8Yh3tOmzhBwRGmSduf7rfVPIsoPALSHX0/2YFozwfEdQXlJeOreO8lIc5qXQz54R9plCtruvhXxvAwO3O//+DcCOMGNajFdw3zDUNuyv9w68xpEi//rVDOj1gNeYUDHc803kmMZXOecKnHPznXPvc86dwWvtSgfq/MGeTXiJYkbI/Y4PeJxSBu8nPB+Y3f84/mP9E16S7Rc6k1IHkDVUn38zSzWzL5rZQTNrwduwwGspLMZrDQuNLfTyfGDjgFjuBAYblDsbOO2caw1ZdhSYM1hcQ/gfvLFf4O1M/8Q51xPG6xgs9pcxs2wz+44/SLYF78ezYEA//oHva3/f76E+q2K8Fq5dIe/PQ/7yoez0t5/+v0UDbv8eXsFyj3Oua8Btoa/vKN42VzRgHczsVjPb6U9o0ITXwnreeiGGet3zgY8O+PxL8T7r2UCN87+hITGFa3bo+s65IN7rC91ehvw8w+Wcewzv8/g0XreoM2He7wW87jifDHP9rXhHCO8FTprZd80sL3Qdf3KCtwGvDPls24CXredfb2X0lJuUm/opN8VnbmrEKwZnDXLbLLydrH61/ueQh7fDfwZvO+yPa6dz7vXOuWK8Hadr8MZED+dv8I5YVJrZU2Z2W+iN/ljqP+J1nw0dFzcwT/VfDidPKS8pL/VTXorPvHTWSPtM5k3Qswm4z190P95R6lcOeKh/wzuSPnfAHA5DPe8BvHGLdwP1ZvYzGzDhkT+m+4vArc65/lwZ0T5UrE+5cRyv1awoZMPOc86FDsR0g9xn4Mbfv/zwgC9JrnPuFWHGMvB53gxsxqve8/FaWMBr8QngteLMDVm/dEAs2wbEMtU5995BnrcWmGYvn81rHl5LSLh+A8wxs03AX+GNQQjndfQb+NpDfRTv8PdG/0f4mkHuP5ShPqsGvB/yVSHvT747N9B4VMybVe5reOM87jazaQNWCf1s5uG1eIbuZGDejHa/xuubPtM5V4A3ZiGc1znQceD/DPj8s/2diTq8zyr0ceeN4rFr8RJsf9yG9/pCt5fhPs/R+DHe5//DkVYc4DN4LVZh/Yg7577hnLsYWIW3Y3Z2llQz+2v8iSScc9Uhd3sRWDjge7PGXz4elJuUm5Sb4iQ3OW9Sk8fxuloO9HrgkSHu14w3rvD2IW5/Cm8bXT3C8+93zr0Jrzj7Et6kWzkAZlaIVzBucc79nwF3fREvL/VbA5x0zp0a7vmGobykvKS8FCd5aRDD7TO9Fa/mesC8U4Ecwisa+xsvMLPr8ba99/h/Xx/kszmPc+4nzrmr8F6nw8tR/Y95C14Dwe3OuedD7rYPSDOzJSHLRtyHimnR6Jyrw0u2/2ZmeWaWYmaLzOzaYe72n8DHzJuK1sxssZnNx+sr3WJmnzCzKX5r0WozuyTMcE7i9envl4uXnE/htfD835C4+/CSzt1+q9JyQj54vCMtS83srWaW7v9dYmYrBnkPjuMdav+CmWWZ2UV4rZr3DVx3KP4P6q+A/waOOueeDud1hCkXL1k1+RvvZ0Zx3/uAG8zs9WaWZmbTzWyt39LzPeCrZjYDwMzmmDfTXCS+Duxyzv0t8Hu8AeKh3mJmK80sG/gc8Cv/MwyVgdd/PgD0mtmtwE0RxvM94D1mttHfRnPM7JX+j9zjeD+eH/Lfk7/Cm2QhXL8AXmlm15s3u9ZH8T7fv0QY63C+gdd1Z/to7uS3fP0c+NBI6/rfi43+a2nn3CQGmNmdeNvrjc65QwOeYx/eOITP+N+bVwMX4f2IjZlyk3KTclPc5aZPAm83sw+ZWa6ZFZp3rrbLGWJGUn/n+I34O0JmdpWZvTPks12ON0nGzuGe2MzeYmbF/vbR5C/uM69XxMN4XckG613xQ7zZW1eaV1x+Gq87W0SUl5SXlJfiLi+FGm6f6W14eWptyN9r/Nimm9cI9T3gw865gHPuD3gTQ311uCc0s2Vmdp15RXwn3rbXvw91Hd429Rrn3MvOWep/B34DfM5/v6/EK1h/NNzzxfpII3hvZAbejF6NeF/kwbqgAOCc+yXe2KWf4B1G/R3ezE59eK2Ja/FmAWvAS5b5YcbxBeDT5h0a/xhesj+K1xqxl/N/VD7gP/YJvDf5p3gbIs7rNnET3o9Vrb/Ol/C+YIN5E15rVi3wW7x+/H8KM+5+/4PXyjCwhWOk1zGSr+H1zW7w7/tQuHd0zh3D667wUbzZunZzrtX1E3iDkXea14Xjz3itc0O53M4/59AlZrYZb0zLe/z1/h5Yb17B0e9HeD/UJ/Bads4rZvzP7EN4CaYRr7VxS7ivdcBjPY13pO2b/mMdwBtjgHOuG69l8y7/tjfgfXHDfewq4C3APXifye14LUjdkcQ6wnOdds494pyLpBXuc3iD6EeSh5coG/G201N4LZfgjROYDjwV8pmH/ri9Edjg3/eLwGudc4EIYh2KcpNyk3JT+I8d1dzkvO5fN/sx1uFtO+uAq5xz+0NWnd3/OfjrTMPr6ghewXcH8Lx/+0N42/WXR3j6W4AX/ft8HXijc64Tb0KuS4B3DPj85/kxP+Q/drkfy1FGV0QMRnlJeUl5KfzHjvk+k5ldhre93uucOxHytwXvtb4Jr3Gi0jkX2vjxYeBWMxuuGM/E2/9pwPu8ZuB1MwdvPGc+8GDINvCHkPu+D29brcf7Pr7XOTfskUaLbH9QBjKzLwElzrm3xzoWOce8k8v/2Dn3n7GORSQWlJvik3KTJDPlpfikvCTDiYcjjQnJzJab2UX+ofRL8bpH/DbWcYlIclNuEpF4o7wkkviiVjSa2ffNrN7MXhjidjOzb5jZATN7zszWRyuWKMnFO0Tejnd4/t/wZkMSkRBmdvUg3WT6u4/J+FNuEhklM/vDEHnqn0a+t4RBeUkkAmY2b6h9qP6u8BMWS7S6p5rZNXhTuv7QOXfezGRm9gq8E9C+Au98QV93zm2MSjAiIiHM7PvAbUD9EPnJ8MYuvQJvavC7nHPPTGyUIiIiIvEhakcanXPb8QbyDmUzXkHpnHM78c5jM+RgbhGRcfQDvMkAhnIrsMT/exfeyYdFREREktKgJ2mdIHN4+Qk1q/1ldQNXNLN34e24MWXKlItLS0sHrjKoYDBISkpiDdtUzBMj0WJOtHhhdDHv27evwXkn254QzrntZrZgmFXONmrhzVZXYGaz/CnvB1VUVOQWLBjuIV+uvb2dnJxwJpiND4kWLyjmiZJoMY823l27dk1ofoqG0eSnRPs8QTFPhESLFyZ/zBOdm2JZNA52AtBB+8o6574LfBdgw4YN7umnnx5stfNUVFRQVlYWaXwxoZgnRqLFnGjxwuhiNrOj0Y1m1MJq1Apt0Jo5cyZf+cpXCFdbWxtTp0Z0buaYSLR4QTFPlESLebTxbtq0Kd7y06gtWLAA7TvFl0SLOdHihckf80TvO8WyaKwGQg8ZzsU7546ISKyF1ag1sEFrND9OifZjlmjxgmKeKIkWc6LFKyISD2LZ320L8DZ/FtXLgObhun6JiEwgNWqJiIiI+KJ2pNHMfgqUAUVmVg18BkgHcM59G3gQb2bCA3izE74jWrGIiIzSFuADZvYzvNmd1aglIiIiSStqRaNz7k0j3O6A90fr+UVEhqJGLREREZHwxXJMo4hITKhRS0RERCR8iTWHv4iIiIiIiEwoFY0iIiIiIiIyJHVPFZExO9Pdx4mWTk40d1Lf6v0/frSHslgHJiJJyzlHW1cvDW3dBFq7aGjrItDaxdP7u1mxvpOZeVmxDlFEhM6ePl6oaWb38SYaT/TG7b6TikYRGVJf0NHQ1sVJvyA82dLJyZYuTrR0vmxZS2fvefedn6eODCIy/jq6e19WBAYGFIWh/zt7gufd34C3n+5Q0SgiE845x+GGdnYfb+LZY03sPt7ES3Ut9Aa9U0FfOTt+S7P4jUxEoqq1s8cv/PyiMLQQbO3iZHMngbYu+oIvP6d9aopRPDWTmflZLCzO4fJF05mZl0VJXhYl+VnMzMtkZl4Wu3buiNErE5FE09nT5xeAXTSc/d9NoK3T/3+uGOzo7jvv/mYwLTuD4txMinMzWTA9h+LcTIqmZvj/M8/+f+6pv7BhwbQYvEoRSTaN7d3srm5i97Emnj3exJ7jTTSf6QEgJyOVi+YW8M5rFrK2tIB1pQXsfWZnjCMemopGkUmmpy9IfatXCJ5s9orBEy2d1Ld0hRwt7KR9kB2vvKw0v/DLYsmMIkryspiZn8XM3ExK8r3CcPrUTFJTLAavTEQSSVdvHw1t3V4ROPBI4Nmi0CsSW7vO760AUJidfrbgWzO3YEAB6BeJUzOZlpNBWmp4vRtSTPlLRMZfd2+QyhMtZ48g7j7exOGGdsBr2Fo6I5dbV5ewtrSAtfMKWDIj97z9qb2xCDxMKhpFEoRzjuYzPWfHDr6sq2hzJydbvaOGp9q7cC8/OEh6qjEj1zsSuGJWHtcuKw45Mtj/l0l2hlKCiIyssb2bQw3tHG5oZ+fBbipaXjyve+hg3dbBa5zqL/5Wzc47WwQWhxwNLM71CsGMNHVzF5H445yjuvFMSDfTRl6obaG71+sSX5ybydrSAl63YS5rSwu4aG4BUzMTex8rsaMXmYR6+oIcCrRTeaKFyhOtVNa18OLxDpr//BBdveePz5mWk3G26Fs9O9/rKhrSTbQkL4vC7AxSdHRQREahq7ePo6c6OBRo51BDG4cCXpF4KNBGY0fPy9adeqz67NG/ZSW5XLm4iOKpmRT5xWCR3210ek4GWempMXpFIiKRae3s4bnqZr9IbGT38SYa2roByExL4cI5+bztsvmsnVfAunmFzM7PwiZZrwYVjSIx4pyjvrWLl+paqDrRSuWJVl6qa+FgoI2ePu9QYVqKsXjGVBbkpbBmybyzBWGJf3RwRl4mmWnaARORyDjnONHSyeFAOwf9gtArDNupbuwgdEhzcW4mC4tyuGV1CQuLprKwOIcLinLY/9xT3Hz9pti9CBGRcdTbF2TfyTa/i6lXIO6vbzvbi2thUQ7XLC1mXWkBa0sLWT4rl/Qwu8cnMhWNIhOgo7uXfSfbqDrRwkt1rVSe8ArF0Nb6krwsls/K5dplxawoyWP5rFwWFk0lIy2FiooKyspWxvAViEgia+vq5bB/xPBg4FxxeLih/WUTy0xJT+WCohwumpvPq9bOZmGxVxwuKMohLyt90Mc+ljq5WtNFJLmcbOnk2WNNPHu8kd3Hmni+pvlsXizITmdtaQGvvHA2a+cVsHZuAfnZg+fCyU5Fo8g4CgYdx053eN1KT7RQWddK1clWjpxqP9tCNSU9lWUludy8qoTlJbksn5XH8pJcCrIzYhu8iCS03r4gxxvPcNjvSnow0H72cn1r19n1zGBu4RQWFk3lkgXTWFScw8LiqVxQlENJXpa6sovIpHWmu4/na5rZfbzx7IQ1dc2dgDf/w8pZebzu4rmsm1fI2tIC5k/PnnTdTCOlolEkQk0d3WfHHFb63Uv3nWw92zplBgum57BsZi6b185meYlXHM6blq2dMhGJiHOOU+3dZ8cWeuMNvcvHTnec7doOXgv5wqIcrl5SzMLinLPF4bxp2RpXKCKTXtA5DtS3ni0Onz3WRNXJ1rOnEiudNoUNC6Z5s5mWFrBqdp5y4zBUNIqMoLs3yKGGNirrWnnJ71ZaWdfKiZbOs+sUZKezvCSX128oZcWsXJaV5LF05lTNRioiEens6ePIKW9s4cDiMHRW0ozUFOZPz2bxjKncuLLkbHF4QdFUpuWo94KIJJeeviDbqgL8dncNW/d2cObh7QDkZqZxUWk+77120dlTXhRNzYxxtIlFe7QiPuccJ1u6eKm/W6k/e+mB+jZ6/Vap9FRjUfFULl80neUluSwryWXFrDxm5Gaq+4KIRKS+pZNnjjWy62gjj+/t5FM7t1LbfOZlp84pyctiYXEOt685N85wUdFU5hRO0XlTRSSpOed4rrqZ3z5bwwN7ajnV3s20nAwuKUnjtstWsq60gEXFU9XLa4xUNEpS6ux1PHus8bzupc1nzk1MMys/i+UluWxaPsMbe1iSx8LinKSYIUtEoqO3L0jlidazReKuo41UN54BICMthdnZsGFhIRcUzfWKwyJvhtKcBD+/l4jIeKtu7OB3z9bwm2drOBRoJyMthRtXzOTV6+Zw7bJidjy6nbINpbEOc9LQr5AkhfauXh4/eIqKffXsOHCKww0d8Oe/AJCd4U1M84oLZ/nFoVcgJuvsWCIyfpo7enjmeCPP+AXi7uNNZ8c9z8jNZMOCQu66YgHr5xeyanYejz/2KGVl62IctYhIfGrp7OHB5+r4zbM1PHn4NACXXjCNd129kFsvnEX+FO27RYuKRpmUnHPsr2+joqqebfsCPHW4ke6+INkZqVy+cDprC7q55fKLWFGSx9zCKeqyICJj5pzjYKD9bIG461gjB+rbAEhNMVbMyuV1F89l/fxCLp5fyJyCKerWLiIygrPjFJ+t4U8vnaS7N8jC4hw+dtNSNq+dQ+m07FiHmBRUNMqk0drZw44Dp9i2r55tVQFq/SmUl83M5a4rF1C2tJiLFxSSmZbqnfdwVUmMIxaRRNbR3cue481nu5o+c6yRJv/cq/lT0rl4fiGvWjub9fMLWTO3QF1MRUTC5JxjT3Uzv32mmgeeq+O0P07xzZfO49Xr5nDR3Hw1uk0w/YJJwnLO8VJdKxV+kbjraCO9QcfUzDSuWlzEB68v5tqlxcwumBLrUEUkwTnnqGk64xWH/lHEl+rOTd2+eMZUbl5ZwsXzC1k/v5CFRTnqwSAiMkrHT3dw/+4B4xRXzuSv1s3hmqXFmlcihlQ0SkJp7ujhsQMNZ7ud9p+wesWsPN55zULKlhazfn6hkoqIjEl3b5AXa5vPHkHcdbSRky1evpmSnsra0gLee+0iLp5fyLp5BRRk6/QWIiKRaD7Twx+e1zjFeKeiUeJaMOh4sbblbJH47PEm+oKOvKw0rl7qHUm8dmkxM/OyYh2qiCSwQGsXzxzzCsRnjjayp7qZ7t4gAHMLp3DZwuneUcR5hSwvySVNDVMiIhHTOMXEo6JR4s7p9m4e3R9gW1WA7fsDNLR1A3DhnHzeV7aIsmXFrJlboJ02EYlIX9Cx72Try7qaHj3VAXjnYl09J5+3XTb/bFdTNUqJiIydxikmNhWNEnN9Qcdz1U1s2xegoirAnuomnIPC7HSuXlJM2bJirllaTNHUzFiHKiIJqKWzh93Hms52NX32WBNtXb0AFE3N4OL5hdy5cR7r5xWyek4+WempMY5YRGTy0DjFyUFFo8REQ1sX2/0i8dH9ARo7ejCDNXML+Lvrl3Dt0mIumltAqiaSEJFRcs7x+KFT/OCFLr7w7Hb21bfiHKQYLCvJ41XrZnPx/EIunjeN0mk67YXEFzO7Bfg6kAr8p3PuiwNunwf8D1Dgr/NJ59yDEx6oyDAGG6e48YJpvPuahdyyWuMUE5GKRpkQvX1Bdh8/dzTx+ZpmwGvl37RsBtcuK+bqJcVMy9FkEiISGeccFfsCfHPrAXYdbWRKGly6MItXXDiLi+cXsqY0n9ws7ahI/DKzVOBe4EagGnjKzLY45/aGrPZp4BfOuW+Z2UrgQWDBhAcrMoDGKU5uKholaupbOqnYF2DbvgCP7gvQ0tlLisH6eYV89MallC2bwarZeZqWXkTGJBh0/Omlk3xz6wGer2lmdn4Wn9+8ipkdh7np+ktjHZ7IaFwKHHDOHQIws58Bm4HQotEBef7lfKB2QiMUCaFxislDRaOMm56+ILuONp49mvhSXQsAM3IzuXlVCWXLZnDV4iLys9XSLyJj1xd0PPh8HfeWH6DyRCvzp2fzpddcyKvXzSUjLYWKiiOxDlFktOYAx0OuVwMbB6xzN/BHM/sgkAPcMNgDmdm7gHcBzJw5k4qKirASHkotAAAgAElEQVQCaGtrC3vdeKGYo29gvIGOII/X9fKXml5OdDjSUmD9jFSuWJbJ6qJU0lICNB4MsO1g/MScCOI5ZhWNMiYnmjupON7Dz360ix0HGmjt6iUtxbh4fiEfv2UZZUtnsGJWrlqZRGTc9PQFuX93Lf9RfoBDDe0snjGVr71hLbddNEuzKkuiG+zH0g24/ibgB865fzOzy4Efmdlq51zwZXdy7rvAdwE2bNjgysrKwgqgoqKCcNeNF4o5+ioqKli38UoefL6O3z5Tw5NHzo1T/Mj6Odx64Szy4qz7f6K9xxDfMatolFHrCzq27wtw3xNH2VpZT9DBrPwmblszi2uXFnPF4qK4Sxwikvi6evv49a4avrXtAMdPn2HFrDz+48713LKqRN3cZbKoBkpDrs/l/O6nfwPcAuCce9zMsoAioH5CIpSk8/SR09y7u5M9f/6zxikmMRWNEraGti5+8fRxfvLEMaobz1A0NYP3li1iVnctd962SUcTRSQqOnv6+NmTx/jO9kPUNXeyprSAu29fxXXLZyjvyGTzFLDEzC4AaoA3Am8esM4x4HrgB2a2AsgCAhMapUx6zjkeP3iKb2zdz85Dp5maDm++dIHGKSYxFY0yLOccTxw+zX1PHOOhF+ro6XNctnAan7x1OTetLPHHDZ1Q8hCRcdfe1cuPdx7le48epqGti0sXTOPLr72IqxYXKefIpOSc6zWzDwAP451O4/vOuRfN7HPA0865LcBHge+Z2Ufwuq7e5Zwb2IVVJCLOOSqqAtyzdT/PHGtiRm4m/3zbSuZ2HuHmG1bFOjyJoagWjTrXUOJqPtPDb5+p5r4njrG/vo28rDTectl87tw4n8UzpsY6PBGZxJrP9PDDvxzhv3Ycpqmjh6uXFPGBTevYuHB6rEMTiTp/P+jBAcv+JeTyXuDKiY5LJrdg0PHHvSf5Zvl+XqhpYU7BFD7/qtW87uK5ZKWnUlFxNNYhSoxFrWjUuYYS0/PVzfx451G27KnlTE8fa+bm8+XXXsTtF81mSkZqrMMTkUnsdHs3/73jMD/YcYTWrl6uXz6D91+3mPXzCmMdmojIpNQXdPz++Tru3XqAqpOtLJiezZdfexGvXjeHdE0sJiGieaRR5xpKEGe6+3hgTy33PXGUPdXNTElPZfPa2dy5cT4Xzs2PdXgi4069IOJLfWsn//noYX688ygd3X3curqE929azOo5yj8iItEwcBbqJTOm8vU3ruWVF2oWahlcNIvGcTvXkETHgfpW7nviGL/eVU1LZy9LZkzls3es4lXr5pA/RbOfyuSkXhDxo7bpDN/dfoifPnmMnr4gd6yZzfs2LWbpzNxYhyYiMil19fbxq13VfKviINWNZ1g5K49v3bmemzULtYwgmkXjuJ1rSCeoHT+9Qceuk32UH++h8nSQVINLSlLZVJrF0sIg1n2EZ584MqrH1PscfYkWL8R1zOoFEWPHTnXwrW0H+NWuapyDv1o/h/eWLeaCopxYhyYiMikNnIV6bWkBn9u8ik3LNAu1hCeaReO4nWtIJ6gdu+OnO/jZU8f4+VPVNLR1MbdwCh+/ZR6v31BK0dTMMT223ufoS7R4Ia5jHrdeEJE2aEFcF9WDGo94a9uC/P5QD4/X9ZICXFOaxisuSKdoSiNHX3iK8Z5mIdHeY1DMEyHR4hUZi/Nmob5gGv/vtWu4cvF0FYsyKtEsGnWuoRjrCzq27avnxzuPUV5VjwHXLZ/JnZfN49olxeqGIMlq3HpBRNqgBXFdVA9qLPG+VNfCveUH+P3zdWSmpfCOKy/gXdcsZGZe1vgGOUCivcegmCdCosUrEgnNQi3jLWpFo841FDv1rZ388ulqfvLEMWqazlCcm8kHNi3mjZfOY07BlFiHJxJr49YLQob3XHUT92w9wJ/2niQnI5X3XLuIv7nqgjH3bhARkcENnIX6hhUzeP+mxazTLNQyRlE9T6PONTRxnHPsPHSaHz9xlIdfOEFv0HHFoul86pUruHHlTE2bLHKOekFE2dNHTnPP1gNs2xcgLyuND9+whLuuWEBBdkasQxMRmZRCZ6E+03NuFupVszULtYyPqBaNEn3NZ3r49a5q7nviKAcD7eRPSeftVyzgzRvnsah4aqzDE4k76gURHc45Hj94im9s3c/OQ6eZlpPBx29Zxlsvm09ulmZjFhGJhsFmoX7/psUs0SzUMs5UNCaoPcebuO+Jo2zZU0tnT5C1pQV85XVruO2iWWSlp8Y6PJG4pl4Q48c5R0VVgHu27ueZY03MyM3k069cwZs3ziM7Qz8xIiLR4M1CfZBf7Tp+dhbq95UtZoFmoZYo0S96Auno7mXL7lrue+IYz9c0k52RyqvXzeXOjfN0EmwRmVDBoOOPe0/yzfL9vFDTwpyCKXx+8ypet6FUDVciIlFyMNDGf5Qf5He7a0g1442XzOPd1y5kbmF2rEOTSU5FYwLYf7KV+544xq+fqaa1s5dlM3P5/OZVbF43hzx1+xKRCdQXdPzvc7XcW36AfSfbmD89my+/5iJetW4OGWkaOy0iEg2VJ1r45tZzs1DfdcWCCZmFWqSfisY41dXbx8MvnuTHO4/y5OHTZKSm8IoLS7jzsvlsmF+oc+uIyITqDTp++fRx/qPiIIcb2lk8Yypfe8NabrtoFmmaaEtEJCqer27mnq37+aNmoZYYC6toNLMpwDznXFWU40l6gY4gX3qokl88dZxT7d3Mm5bNJ29dzusunst0JQiR8yg/RV91Ywf/+OgZAmeeY+WsPL5153puXlWic72KDEO5ScZi11FvFuqKKm8W6r+7fgnvuFKzUEvsjFg0mtntwFeADOACM1sLfM45d0e0g0s29zyyn3/ffgazg9ywYiZ3XjafqxcXacdMZAjKTxPjV7uqaTjj+N7bNnDDihnq6SAyAuUmiYRzjscPneKeRw7w+KFTTMvJ4B9uXsbbLtcs1BJ74RxpvBu4FKgAcM7tNrMFUYsoSfUFHf+14zArpqfwX+8qY1b+lFiHJJII7kb5KerKqwIsKkjhxpUzYx2KSKK4G+UmCZNzjop9Ab659QC7jjZqFmqJS+Fsib3OuWa1LEfX7uONNHX08OYlmSoYRcKn/BRlDW1dPFfdxKsXq5VbZBSUm2REwaDjTy+d5JtbD/B8TTOz87M0C7XErXCKxhfM7M1AqpktAT4E/CW6YSWfrZX1pKYYq4qUJERGQfkpyrbvC+AcXKTcJDIayk0ypL6g44m6Xr74jUepPNHK/OnZfOk1F/LqdXM1C7XErXC2zA8Cq4Au4CdAM/DhaAaVjMorA1w8v5CcdLVKioyC8lOUlVcFKJqaybw87ciIjIJyk5ynL+j43bM13PjVbXxrTxe9QcfX3rCWR/7+Wt5wyTwVjBLXRjzS6JzrAD7l/0kUnGjuZG9dC5+4ZTlwPNbhiCQM5afo6u0Lsn1fgBtXziTFGmMdjkjCUG6SUH1BxwN7avnGI/s51NDO8pJc3rc2k4+9/hpNdigJY8QmDTP7k5kVhFwvNLOHoxtWcqmoqgdg0/LiGEcikliUn6Jr9/Emms/0sGnZjFiHIpJQlJsEQo4s/vs2Pvzz3WSkpfDtt6znwQ9dzaUlaSoYJaGEM6axyDnX1H/FOddoZtqDGEflVfXMzs9i2cxcTlTGOhqRhKL8FEXlVd5Y66uWFPHsEzrVnMgoKDclscGOLH77Leu5aaXObyuJK5yiMWhm85xzxwDMbD7gohtW8ujuDfLY/gY2r5ujc5+JjJ7yUxT1j7XOn6KZU0VGSbkpCalYlMksnKLxU8BjZrbNv34N8K7ohZRcnjpymvbuPnX/EomM8lOUvHystYiMknJTEuntC/LAc7Xc88gBFYsyaYUzEc5DZrYeuAww4CPOuYaoR5YkyivryUhN4crF02MdikjCUX6Knm37NNZaJFLKTclBxaIkk3CONAJkAqf99VeaGc657dELK3lsrapn48JpZGeE+1GIyADKT1FQXhlglj/WWkQiotw0SalYlGQ0YqViZl8C3gC8CAT9xQ5Q4hujo6faORRo562XzY91KCIJSfkpOrp7gzx2oIHb18zWWGuRCCg3TU4qFiWZhXN461XAMudcV7SDSTYVVQEAjWcUiZzyUxQ8ffQ0bV29bFqmrqkiEVJumkQGLxYv5qaVM1UsStIIp2g8BKQDSnzjbGtlPRcU5bCgKCfWoYgkKuWnKKioCpCealy5uCjWoYgkKuWmSUDFosg54RSNHcBuM3uEkOTnnPtQ1KJKAme6+3j80CneslFdU0XGQPkpCsor69l4wXRyMjXWWiRCyk0JTMWiyPnC2SPY4v/JOPrLwQa6e4OamVBkbJSfxtnx0x3sr2/jDZeUxjoUkUSm3JSABhaLK2blqVgU8YVzyo3/mYhAkk15VT3ZGalcesG0WIcikrCUn8ZfxT5/rPVyjbUWiZRyU2JRsSgysnBmT10CfAFYCWT1L3fOLYxiXJOac47yygBXLi4iMy011uGIJCzlp/G3raqeedOyWaix1iIRU25KDCoWRcIXTvfU/wY+A3wV2AS8A+9EtRKh/fVt1DSd4f2bFsc6FJFEp/w0jjp7+thx4BSv3zBXp9oQGRvlpjimYlFk9MIpGqc45x4xM3POHQXuNrNH8ZKhRKC8sh5A4xlFxk75aRw9efg0Z3r6KFPXVJGxUm6KQ4MVi99568XcuELFoshIwikaO80sBdhvZh8AagDtUYzB1sp6lpfkMit/SqxDEUl0yk/jqLyqnsy0FC5fOD3WoYgkuohzk5ndAnwdSAX+0zn3xUHWeT1wN+CAPc65N49X4JNRb1+QLXtquWfrAQ6rWBSJSDhF44eBbOBDwOeB64C3RzOoyayls4enjzby7ms0rEFkHCg/jaOKqgBXLJpOVrrGWouMUUS5ycxSgXuBG4Fq4Ckz2+Kc2xuyzhLgH4ErnXONZqaGsiGoWBQZP+HMnvqUf7ENr0++jMFj+xvoCzrNTCgyDpSfxs/hhnYON7TzjisXxDoUkYQ3htx0KXDAOXcIwMx+BmwG9oas807gXudco/9c9WOPeHJRsSgy/oYsGs3sa865D5vZA3jdH17GOXdHVCObpLZW1pM/JZ11pQWxDkUkYSk/jb+KKm+/s2ypGrREIjUOuWkOcDzkejWwccA6S/3n2oHXhfVu59xDg8TyLuBdADNnzqSioiKs19DW1hb2uvGiP+a+oGNnXS9bDvZwssMxLzeFD67LZN2MXlIClWwPVMY61LMS7X1OtHhBMY+34Y40/sj//5WJCCQZBIOOiqoA1ywtJi01JdbhiCQy5adxVl4VYFFxDvOmZ8c6FJFENtbcNNhhsIHFZxqwBCgD5gKPmtlq51zTy+7k3HeB7wJs2LDBlZWVhRVARUUF4a4bLx7ZWs7pvMX+kcVuVs7K43OvWcJNK2fG7UzQifY+J1q8oJjH25BFo3Nul9+3/p3OubdMYEyT1gu1zTS0dbFpmWZNFRkL5afx1dHdy85Dp3jbZfNjHYpIQhuH3FQNlIZcnwvUDrLOTudcD3DYzKrwisinSEJ/3nuSTz12hpMde1jpd0ON52JRJFENe7jLOdcHFJtZRiQPbma3mFmVmR0ws08Osc7rzWyvmb1oZj+J5HkSRXllADO4dqmKRpGxGmt+knMeP3iK7t4gZcvUNVVkrMaYm54ClpjZBf793whsGbDO7/DO/YiZFeF1Vz00hpATVmtnD+//yTOkpsB33noxv//QVdy8qkQFo0gUhDN76hFgh5ltAdr7Fzrn/n24O2kGsPOVV9WzZm4B06dmxjoUkcniCJHlJ01pH6K8qp7sjFQuuaAw1qGITBZHiCA3Oed6/VN0PIyXn77vnHvRzD4HPO2c2+LfdpOZ7QX6gH9wzp2K0uuIa3988SRdvUH+enUWN68qiXU4IpNaOEVjrf+XAuSO4rE1A1iIU21d7Klu4sPXL411KCKTyajzkxq0Xs45R3llgCsXF5GZplNtiIyTSPedcM49CDw4YNm/hFx2wN/7f0nt/j21lE6bwqJ8HVkUibZwTrnx2QgfWzOAhdhR04NzkN9+jIqKmiHXi6eYw6WYoy/R4oWJiTnC/KQGrRAH6tuoaTrD+zctjnUoIpPGGPadJEyB1i52HGjgvdcuwqwu1uGITHojFo1mVgx8HFgFZPUvd85dN9JdB1mWtDOA/eonz1A09TRvu/26Yc8RFE8xh0sxR1+ixQsTE3OE+SnmDVoQPw0BfzjcA0Dm6QNUVAw9LCpe4h0NxTwxEi3miYh3DPtOEqYHn6+jL+i4Y+1sal9S0SgSbeF0T70P+DlwG/Ae4O1AIIz7aQYwX29fkO37Aty0qkQnlRUZX5Hkp5g3aEH8NAR8Z99Olpd085pbrxl2vXiJdzQU88RItJgnKN5I950kTPfvrmF5SS5LZ+ZS+1KsoxGZ/MI5WeB059x/AT3OuW3Oub8GLgvjfpoBzPfs8SZaOnu5bvmkHRYlEiuR5KdwG7Tud871OOcOA/0NWpNKa2cPTx05rVlTRcZfpPtOEobjpzt45lgTm9fOiXUoIkkjnKKxx/9fZ2avNLN1eDtZw3LO9QL9M4C9BPyifwYwM7vDX+1h4JQ/A1g5k3QGsK2V9aSlGFctKYp1KCKTTST5SQ1avh0HGugNOp07VmT8RbTvJOHZssdr57t9zawYRyKSPMLpnvqvZpYPfBS4B8gDPhLOg2sGME95ZT0bFhSSl5Ue61BEJptR5ydNaX9OeWWA3Kw01s/XqTZExlnE+04ysi27a7lkQSFzC7NjHYpI0hiyaDSzDc65p51z/+svasZveZfw1TWfofJEK/946/JYhyIyaYw1P6lByz/VRlU91ywpJj01nE4nIjIS7TtFX+WJFqpOtvL5zatiHYpIUhluT+F7Zrbf7066csIimmTKK71x75s0nlFkPCk/jdHeuhbqW7soU9dUkfGk3BRlW3bXkppivOJCdU0VmUhDFo3OuXV4s371Ab8ys91m9gkzmz9h0U0C5VX1zCmYwpIZU2Mdisikofw0dhVVXoPWtSoaRcaNclN0Oee4f3ctVy8pYvrUzFiHI5JUhu2T5Jyrcs591jm3Em+66AJgq3/uMhlBV28fOw40sGl5MWY61YbIeFJ+GpvyynounJPPjNyskVcWkbApN0XPM8caqWk6w+a1s2MdikjSCWsgi5mlADOAmUAOOtdQWJ48fJqO7j6dakMkipSfRq+po5tnjjVq1lSRKFJuGn/3764lMy2FG1eWxDoUkaQz7OypZnY18CbgVcALwM+AjzjnmicgtoRXXhkgIy2FyxfqVBsi4035KXLb9zcQdFCmBi2RcafcFB29fUF+/1wdN6ycydTMcCb/F5HxNNzsqceBY3jJ7rPOuZMTFtUkUV5Vz+ULpzMlIzXWoYhMKspPY1NRVU9hdjpr5hbEOhSRSUW5KXp2HDzFqfZuNq9R11SRWBiuqeYq59zRCYtkkjnc0M7hhnbuumJBrEMRmYyUnyIUDDq2VQW4dmkxqSkaay0yzpSbouT+3TXkZaVp8i6RGBlu9lQlvTEor6wHYNMydf8SGW/KT5F7vqaZU+3dOg2QSBQoN0VHZ08fD79wgldcOIvMNPXeEokFndE5Ssqr6llUnMO86dmxDkVE5KzyqnrM4Jolaq0XkcTwyEv1tHf3cYe6porEzJBFo5l9yf//uokLZ3Lo6O7liUOndZRRJEqUnyJXXhVgXWkBhTkZsQ5FZNJRboqO+3fXMCM3k40Lp8c6FJGkNdyRxleYWTrwjxMVzGSx48ApuvuC6v4lEj3KTxFoaOviueomNWiJRI9y0zhrPtNDRVWA29fM1jhskRgabiKch4AGIMfMWgADXP9/51zeBMSXkMqr6snJSOWSBdNiHYrIZKX8FIHt+wI4hxq0RKJHuWmcPfzCCbr7gmxeq66pIrE03EQ4/+Ccywd+75zLc87lhv6fwBgTinOO8sp6rlpSREaahoyKRIPyU2TKqwIU52aycpbeIpFoUG4af/fvqeGCohwunJMf61BEktqIVY1zbrOZzTSz2/w/zZ4wjKqTrdQ1d6r7l8gEUH4KX29fkO37vFNtpKiLl0hUKTeNj/qWTv5y8BS3r5mNmfKWSCyNWDT6g7mfBF4HvB540sxeG+3AElV5ZQBQ9y+RiaD8FL7dx5toPtOjBi2RCaDcND4eeK4O59CsqSJxYLgxjf0+DVzinKsH8FvL/gz8KpqBJaryynpWzspjZl5WrEMRSQbKT2Eqr6onNcW4aklRrEMRSQbKTeNgy55aVs/JY/GMqbEORSTphTPoLqU/6flOhXm/pNPc0cOuY41cp6OMIhNF+SlM5ZUBLp5fSP6U9FiHIpIMlJvG6EhDO3uON7F5zZxYhyIihHek8SEzexj4qX/9DcCD0QspcW3fH6Av6Ni0XEMXRCaI8lMYTjR3sreuhU/csjzWoYgkC+WmMdqypxYzuG3NrFiHIiKEUTQ65/7BzP4KuApvyujvOud+G/XIElB5VT0F2emsLS2MdSgiSUH5KTzb9nkHPNSgJTIxlJvGxjnH73bXcOmCaczKnxLrcESE8I404pz7DfCbKMeS0IJBx7Yqb2ZCnXxWZOIoP42svDLArPwsls3MjXUoIklDuSlyL9a2cCjQzt9etTDWoYiIT/3rx8lzNc2cau/WzIQiEle6e4M8dqCBsmUzNGW9iCSEB/bUkp5q3Lq6JNahiIhPReM4Ka+sxwyuXaruXyISP54+epq2rl42LVNuEpH4Fww6tuyp5dqlxRTmZMQ6HBHxhVU0mtkUM1sW7WASWXlVPetKC5TgRCaY8tPwKqoCpKcaVy7WqTZEJpJyU2SeOnKauuZObte5GUXiyohFo5ndDuwGHvKvrzWzLdEOLJEEWrt4rrpZXVNFJpjy08jKK+vZeMF0cjLDGsIuIuNAuSly9++pZUp6KjeunBnrUEQkRDhHGu8GLgWaAJxzu4EF0Qsp8WzbFwBgk87PKDLR7kb5aUjHT3ewv76NMnVNFZlod6PcNGrdvUEefL6Om1bNJDtDDV0i8SScorHXOdcc9UgSWHllPTNyM1k1Oy/WoYgkG+WnYVSoQUskVpSbIvDYgQBNHT1sXquuqSLxJpyi8QUzezOQamZLzOwe4C9Rjith9PQF2b4/wCbNTCgSC8pPw6iorGfetGwWFuXEOhSRZKPcFIH7d9dSmJ3O1UvUO0Ik3oRTNH4QWAV0AT8FWoAPRzOoRPLM0UZaO3t10myR2FB+GkJnTx87DjawaVmxGrREJl7EucnMbjGzKjM7YGafHGa915qZM7MN4xJxjHV09/LHF09y64WzSE/V5P4i8WbEDuPOuQ7gU/6fDLC1ql4zE4rEiPLT0J44fJrOniBl6poqMuEizU1mlgrcC9wIVANPmdkW59zeAevlAh8CnhifiGPvT3tPcqanj82aNVUkLo1YNJrZA4AbsLgZeBr4jnOuMxqBJYqKygCXLJhGblZ6rEMRSTrKT0OrqKonMy2FyxdOj3UoIklnDLnpUuCAc+6Q/zg/AzYDewes93ngy8DHxi3oGHtgTy2z8rO4ZMG0WIciIoMIZ2qqQ0AxXvcKgDcAJ4GlwPeAt0YntPhX03SGqpOtfOriFbEORSRZKT8NoaIqwBWLppOVnhrrUESSUaS5aQ5wPOR6NbAxdAUzWweUOuf+18yGLBrN7F3AuwBmzpxJRUVFWIG3tbWFve54aet2lFd2cNOCdLZv3zb6+8cg5rFKtJgTLV5QzOMtnKJxnXPumpDrD5jZdufcNWb2YrQCSwTllfWAZiYUiSHlp0EcbmjncEM777hyQaxDEUlWkeamwQYgnz1iaWYpwFeBu0YKwDn3XeC7ABs2bHBlZWXhxE1FRQXhrjtefvLEMfrc83zg9o2smp0/6vvHIuaxSrSYEy1eUMzjLZyRxsVmNq//in+5fwBf93B3nOyDuSuq6imdNoVFxZqZUCRGIspPyZCbAMqWqkFLJEYi3XeqBkpDrs8FakOu5wKrgQozOwJcBmxJtBw10P27a1hUnMPKWTp1mUi8CudI40eBx8zsIF4L2AXA+8wsB/ifoe402Qdzd/b0sePAKV63Ya5mJhSJnVHnp8memwDKqwIsKs5h3vTsWIcikqwi2ncCngKWmNkFQA3wRuDN/Tf65348O/OemVUAH3POPT3ur2CC1DWf4ckjp/nIDUu1PyUSx8KZPfVBM1sCLMdLfJUhA7i/NsxdJ/Vg7icOn+ZMT5+6porEUIT5aVLnpo7uXnYeOsXbLpsf61BEklak+07OuV4z+wDwMJAKfN8596KZfQ542jm3JdqxT7T/3VOHc3CHZk0ViWvhHGkEWAIsA7KAi8wM59wPR7jPpB7M/eO9XaSnQE/1i1TUDdzXjFw8D4AdimKOvkSLFyY05tHmp5jnJoje+7O7vpfu3iDTuuqoqKgft8fVNjgxFHP0xXFuAryCE3hwwLJ/GWLdsnGIM6bu31PDmtICFhRpqI9IPAvnlBufAcqAlXhJ7FbgMWCkxDdpB3M75/iXJyu4akkhN11/6bg+djwPgB2KYo6+RIsXJibmCPNTzHMTRO/9+fPvnicno4a/2VxGZtr4zZyqbXBiKOboi+PclHQO1LfxQk0L/3zbyliHIiIjCGcinNcC1wMnnHPvANYAmWHcb9IO5j7c0M6x0x1cp66pIrEWSX6atLnJOUd5ZYArFheNa8EoIqMW6b5TUtmypxYzuP2iWbEORURGEE7ReMY5FwR6zSwPqAcWhnG/s4O5zSwDbzD32b74zrlm51yRc26Bc24BsBO4IxEGc2/1T7VRtkxFo0iMRZKfJm1uOlDfRk3TGTYpN4nEWqT7TknDOceW3TVcsWg6M/KyYh2OiIwgnDGNT5tZAd7JaHcBbcCTI91pMg/mrqgKsGTGVEqnaWZCkRgbdX6azLmpvP9UG8uKYxyJSNKLaN8pmTxf08yRU+Pi/9MAAB2BSURBVB28r2xxrEMRkTCEM3vq+/yL3zazh4A859xz4Tz4ZBzM3dbVyxOHT/GOKy+IdSgiSS/S/DQZcxNAeWWA5SW5zC6YEutQRJLaWPadksX9u2vJSE3h5tUlsQ5FRMIwYvdUM3uk/7Jz7ohz7rnQZclmx4EGevqcWvJF4oDy0zmtnT08deS0us2LxAHlpuH1BR0P7KmlbFkx+VPSYx2OiIRhyCONZpYFZANFZlbIuRkH84CkPZlORVU9UzPTuGTBtFiHIpK0lJ/Ot+NAA71BxyY1aInEjHJTeJ44dIr61i42r50T61BEJEzDdU99N/BhvCS3i3OJrwW4N8pxxaX+mQmvXlJEemo4cwiJSJQoPw1QXhkgNyuN9fMLYx2KSDJTbgrD/btryclI5foV6hkhkiiGLBqdc18Hvm5mH3TO3TOBMcWtl+paOdHSySadakMkppSfXs45R3lVPdcsKVaDlkgMKTeNrKu3jz+8UMfNq0vIStepgUQSRTgT4dxjZlcAC0LXd84l3Qlqz85MuFTdv0TigfKTZ29dC/WtXRprLRInlJuGtq0qQEtnr7qmiiSYEYtGM/sRsAjYDfT5ix2QdImvvLKe1XPydD4hkTih/OSpqAoAcK2KRpG4oNw0tPv31DI9J4MrF02PdSgiMgrhnKdxA7DSOeeiHUw8a+ro5pljjXxgk84nJBJHlJ/wGrQunJPPjFw1aInECeWmQbR19fLnvSd5wyWlpKkrvUhCCecb+wKQ9CfR2bYvQNBBmcYzisSTpM9P/Q1amjVVJK4kfW4azJ/2nqCrN8jmtZpIViTRhHOksQjYa2ZPAl39C51zd0QtqjhUURVgWk4Ga+YWxDoUETkn6fPT9v0NatASiT9Jn5sGc//uWuYWTmH9PM3yLJJowika7452EPGuL+ioqKqnbNkMUlNs5DuIyES5O9YBxFpFZT2F2elq0BKJL3fHOoB4c6qti0f3N/DuaxZipn0pkUQTzuyp28xsPrDEOfdnM8sGkmqO5D3VTTR29GhmQpE4k+z5KRh0VOwLcO3SYjVoicSRZM9Ng3nw+Tr6go471DVVJCGNOKbRzN4J/Ar4jr9oDvC7aAYVbyoq60kxuFan2hCJK8men56raeZ0e7fOHSsSZ5I9Nw3m/t21LJuZy/KSvFiHIiIRCGcinPcDVwItAM65/UBS7aFsrapn/bxCCrIzYh2KiLxcUueniqp6zOCaJWrQEokzSZ2bBqpu7ODpo406yiiSwMIpGrucc939V8wsDe9cQ0mhvqWTF2pa1JIvEp+SOj+VVwVYV1pAYY4atETiTFLnpoEe2FMHwB1rVDSKJKpwisZtZvZPwBQzuxH4JfBAdMOKHxX7vJNmb1qmolEkDiVtfmpo6+K56iblJpH4lLS5aTD3765h/bwCSqdlxzoUEYlQOEXjJ4EA8DzwbuBB4NPRDCqelFfWU5KXxYpZubEORUTOl7T5afu+AM6hXhAi8Slpc9NAVf+/vXsPrvK+7zz+/koIxEVcjIQQF2Nsbia2hWMCdXCxcOIYOzF4J23tdr3Zmabr2W4zTTYz201mu5m2024v3t1ss5t04k08m91ecmmbQXXcOG44MoHEBl8kbGMJA8YGBDkSdwFCl/PdP84DlYUuB0nPeZ7nPJ/XzBmec87jcz4S9sfn9zu/53lOnKf1xHm2rlkYdRQRGYdCLrkxFXja3f83gJmVB49dDDNYHPT25/jJ2508XF+n00OLxFNq+ynT1kFN1RRW1+mkEiIxlNpuGqyx5RjlZcZDt9dFHUVExqGQbxp/TL7orpgK/FM4ceJlz+FTdF3uo0HLv0TiKpX91NefY8f+DhpW1FCmS22IxFEqu2kwd6expZ0Ny6qpqZoSdRwRGYdCBo2V7t515U6wnYpF6U1tHVSUGxuWVUcdRUSGlsp+aj5yhrOXerU0VSS+UtlNg7125AxHTl1iq06AI5J4hQwaL5jZB6/cMbO7gEvhRYqPTGuW9UvnMmNKIat4RSQCqeynTFuW8jLjnuWa0BKJqVR202CNze1MmVTGxz5QG3UUERmnQkZDnwW+Z2btwf064NHwIsXDkVMXeTvbxaMfWhx1FBEZXir7KdPawV1L5jCzsiLqKCIytFR200B9/Tme2dvOR26dR5W6SiTxRhw0mlkZMBlYBawEDGh1994iZItUU1sWgPu0/EskltLaTyfOdrPv+Dn+4+ZVUUcRkSGktZsG++nBk3R29bClXmdNFSkFIw4a3T1nZv/N3e8G3ihSpljY3pplydxpLK2eHnUUERlCWvvphf35Ca1Nq2oiTiIiQ0lrNw3W2NJOVeUkGlaqq0RKQSHHNP7IzD5pKbrmRHdvPz89eJJNK+fpUhsi8Za6fsq0dlA3q5KVtbp2rEiMpa6bBuru7eeHb5zgwdvmU1lRHnUcEZkAhRzT+HlgOtBvZpfIL7Nwdy/Zi4P97NBJLvfldGZCkfhLVT/19OXYeaCTh+sXaEJLJN5S1U2DZVqzdF3u09JUkRIy6qDR3VM3nZ1pzTK1opz1S2+IOoqIjCBt/fTyu/lrx27Sci+RWEtbNw22rbmd6hlTuPuWuVFHEZEJMuryVMt73Mz+c3B/sZmtCz9aNNyd7a1ZNiybqyUVIjGXtn7StWNFkiFt3TTQue5etrdlebi+jvIyrYgQKRWFHNP4NeBu4NeC+13AV0NLFLGDHV0cPX2JhpVamiqSAKnqpyvXjp2ua8eKxF2qummg5944QU9fjq1rtDRVpJQUMmhc7+6/BXQDuPtp8qeSLkmZ1g4AHc8okgyp6acr147VmQhFEiE13TRYY0s7S+ZOo37RrKijiMgEKmTQ2Gtm5YADmFkNkAs1VYQybVlW1laxcPbUqKOIyOhS009N+zWhJZIgqemmgbLnu9l1oJMtOlmXSMkpZND4FeD7wDwz+yNgJ/BfQk0VkfPdvex+5xQNuv6ZSFKkpp+aWrPceMM0bta1Y0WSYMzdZGabzazNzA6Y2ReGeP7zZrbPzPaa2Y/NbMnERh+7H+w9Ts5h65oFUUcRkQlWyNlT/8rMXgE+Qv6U0Y+4+1uhJ4vArgOd9OWcTTqeUSQR0tJP3b397DrYyaNrF2v2XiQBxtpNwbeTXwXuB44Ce8ys0d33DdjtNWCtu180s98E/gx4dMJ/iDFobGlndd1Mls1L9cljRUrSsINGM6sE/i2wDHgd+Lq7913Pi5vZZuDPgXLgG+7+J4Oe/zzwG0Af0AH8uru/e10/wQTa3pqlqnISdy2ZE1UEESnAePspad300jun6O7N0aClqSKxNgGfndYBB9z9UPB63wa2AlcHje6eGbD/i8Dj4809Ed47eZHX3jvDFx9cFXUUEQnBSN80fgvoBX4CPAjcCnyu0BdO2myZu5Np62Dj8hoqygtZtSsiERpzPyWtmyB/1tQpk8q4+2Zd80wk5sb12QlYCBwZcP8osH6E/T8N/ONQT5jZE8ATALW1tTQ1NRUUoKurq+B9B2o82ANA9cV3aWo6MsreE2usmaOUtMxJywvKPNFGGjSudvfbAczsm8Du63ztRM2Wvdl+jo7zl3WSCZFkGE8/JaqbAJrasnz4Fl07ViQBxvvZaaj15z7kjmaPA2uBe4d63t2fAp4CWLt2rTc0NBQUoKmpiUL3HfBe/OGrO1h3UxWffPDu6/pnJ8JYMkctaZmTlheUeaKNNGjsvbLh7n1jOI4mUbNlV2bIKjrfpqnpQEH/TBjiPMMwHGUOX9LyQuiZx9NPE9ZNxfBO5wUOn7zIr9+zNKoIIlK48X52OgosHnB/EdA+eCcz+yjwn4B73f3yGHJOqLeOn+dAtos/fOS2qKOISEhGGjTWm9m5YNuAqcF9A9zdZ47y2omaLfvKvl3cscjZ+sA9Be0fljjPMAxHmcOXtLwQeubx9NOEddNYJ7Sg8EH184fzn0ErTx+iqelwwa8/0TRxURzKHL6Q8473s9MeYLmZLQWOAY8BvzZwBzO7E/g6sNndsxOafowaW9qZVGY8dHtd1FFEJCTDDhrdfbzroBIzW3bqQg+vHTnDb9+3PIq3F5HrNM5+mrBuGuuEFhQ+qH766d3cUnORX3mo8NcOgyYuikOZwxdm3vF+dgq+nfwM8Bz5E3U97e5vmtkfAC+7eyPwJDAD+F7wTeZ77r5lnNHHLJdz/qGlnY0rarhh+uSoYohIyEa95MY4JGa2bMf+Dtx10WyRlEhMN13s6ePFQyf51C/E5jJsIhIyd38WeHbQY18asP3RoocawSvvnebYmUv8hwdWRh1FREIU2mlCg1NMX5ktewv47pXZMjO7MiM2cLas2cwaw8ozkkxblrnTJ3PHwllRvL2IFFGSuulnB0/S05fThJaIxNa25mNUVpRx/+raqKOISIjC/KYxEbNl/Tnnhf0d3LdqHmVlumi2SBokoZsgP6E1fXI5a2/StWNFJH56+3P8YO9x7l89n+lTQv1IKSIRS/0FCZuPnObMxV42rdRMvojEh7uTae1gw7JqpkzSpTZEJH52Hujk9MVettYviDqKiIQs9YPGTGsH5WXGxuU1UUcREbnqQLaLY2cuaWmqiMRWY3M7s6ZWsHGFPkOJlLrUDxq3t2a568Y5zJpWEXUUEZGrMm358+80rNSHMRGJn0s9/Tz35gkeun0+kyel/uOkSMlL9X/lJ852s+/4Oc3ki0jsZFo7WDW/irpZU6OOIiJyjX966+dc7OlnS/3CqKOISBGketDYFMzkb1qlmXwRiY/z3b3sOXyKBh1rLSIxta25nfkzK1m39Iaoo4hIEaR60Jhpy1I3q5KVtVVRRxERuWrXgU76cs4mLU0VkRg6e7GXF/Znebi+jnKdeV4kFVI7aOzpy7Hz7U42rZqHmQpPROIj09pBVeUkPrhEl9oQkfj5xzeO09vvWpoqkiKpHTTuOXyKCz39utSGiMSKu5Npy7JxeQ0V5amtaBGJsW3N7dxcPZ3bFs6MOoqIFElqP5FkWrNMLi9jw7K5UUcREblq3/FzZM9f1llTRSSWTpzt5sV3TrJlzQKt1BJJkdQOGre3ZVl/8w1Mmzwp6igiIlc1tXUAcK8GjSISQ8/sbccdttQviDqKiBRRKgeN7568wKGOC1qaKiKxk2nNcvvCWcyrqow6iojINRpb2rlj0SxurpkRdRQRKaJUDhqvzOTfp+szikiMnLnYw6vvndZZU0Uklg51dLH36Fl9yyiSQqkcNG5vzbK0ejo3VU+POoqIyFU73u4k59CgCS0RiaHGlnbM4BN3aNAokjapGzRe6unnZ4dO6iQTIhI7Ta1Z5kyroH7R7KijiIi8j7vT2NzOLyydy/xZWj4vkjapGzT+9GAnPX05LU0VkVjJ5Zym/R3cu6JGF8sWkdh5s/0chzovsHWNvmUUSaPUDRozbVmmTS5n3dIboo4iInLV3mNnOXWhh02a0BKRGNrWfIyKcuPB2+qijiIiEUjVoNHdybR2sGFZNVMmlUcdR0TkqkxrFjPYuFxL50UkXvpzTmNLO/eumMesaRVRxxGRCKRq0Ph2totjZy7pUhsiEjtNbVnuXDybOdMnRx1FROR9dr9zip+fu6ylqSIplqpBY6Y1C6CT4IhIrHR2XWbvsbOa0BKRWGpsOca0yeV89NbaqKOISERSNWjc3ppl1fwqFsyeGnUUEZGrduzvwB0dzygisdPTl+PZ10/wwAfmM3WyDu0RSavUDBrPdffy8run9aFMRGIn09ZBTdUUVtfNjDqKiMj77NjfwdlLvWyp19JUkTRLzaBx59ud9Odcl9oQkVjp68+xY38HDStqKNOlNkQkZra1tDNnWgX3LK+OOoqIRCg1g8btrVlmVk7izsW6aLaIxEfzkTOcvdSrVRAiEjsXLvfx/L4TfPyOOirKU/ORUUSGkIoGyOWcprYONq6oYZJKT0RiJNOWpbzMNIsvIrHz/L6f092bY+uahVFHEZGIpWIE9Ub7WTq7LmtpqojETqa1g7VL5jCzUtc+E5F4aWxpZ+Hsqdx145yoo4hIxFIxaMy0dmAG967QpTZEJD5OnO1m3/FzWpoqIrFz6kIPO/Z38In6Oh1vLSIpGTS2ZalfNJu5M6ZEHUVE5KoX9uvasSIST8++fpy+nLO1XktTRSQFg8aTXZdpOXpGF80WkdjJtHZQN6uSlbVVUUcREXmfxuZ2ls+bwa116icRScGg8YWrF83WTL6IxEdfztl5oJOGlfMw09IvEYmPY2cusfvwKbauWaB+EhEgBYPGTFsH1TOmcNuCWVFHERG56u3TObou97FJS1NFJGaeaWkHYIuWpopIoKQHjf0554W2LA0rddFsEYmXlo5+KsqNDct0qQ0RiZdtze2sWTybG+dOizqKiMRESQ8aD57Nca67T8czikjs7O3sY/3SuUyfMinqKCIiVx3ryrHv+Dm2rlkQdRQRiZGSHjS2ZPspLzN+cYVm8kUkPo6cukh7l+usqSISOy8e76PM4ON31EUdRURiJNRBo5ltNrM2MztgZl8Y4vkpZvad4PmXzOymiXz/vZ39umi2iFwj6m5q2t8BoOszisg1ouwnd+el431sWFbNvKrKiXpZESkBoQ0azawc+CrwILAa+FUzWz1ot08Dp919GfBl4E8n6v2Pn73EkfM57tOHMhEZIOpuAmhqzVIz1bi5evpEvqyIJFzU/dRy9CzZi87D9VqaKiLvF+Y3jeuAA+5+yN17gG8DWwftsxX4VrD9t8BHbILO7Zxp1Uy+iAwp0m7q7u1n18FO7qgp16nsRWSwSPtpW/MxJpXB5tvmT8TLiUgJCfMMDAuBIwPuHwXWD7ePu/eZ2VlgLtA5cCczewJ4AqC2tpampqZR3/zYiT7q5zrH9r1M+1vJ+WDW1dVV0M8XJ8ocvqTlhVhnjrSbzlzOsabaWD2zN66/nyHF+O9zWMpcHEnLHPO8kfbT5ZO9/OJ859UXd401fyRi/nc6pKRlTlpeUOaJFuagcaiRmo9hH9z9KeApgLVr13pDQ8Oob94AfKipiUL2jZMmZS6KpGVOWl6IdeZIuwngkQdi/fsZUtLygjIXS9Iyxzxv5J+dYv77GZIyhy9peUGZJ1qYy1OPAosH3F8EtA+3j5lNAmYBp0LMJCKibhKRuFI/iUgshTlo3AMsN7OlZjYZeAxoHLRPI/Cvg+1fAra7+zWzZSIiE0jdJCJxpX4SkVgKbXlqsM7+M8BzQDnwtLu/aWZ/ALzs7o3AN4H/Z2YHyM+SPRZWHhERUDeJSHypn0QkrsI8phF3fxZ4dtBjXxqw3Q38cpgZREQGUzeJSFypn0QkjsJcnioiIiIiIiIJp0GjiIiIiIiIDEuDRhERERERERmWBo0iIiIiIiIyLEvaWZrNrAN4t8Ddq4HOEOOEQZmLI2mZk5YXri/zEnevCTNM2K6zmyB5f6dJywvKXCxJy3y9edPWT0n7+wRlLoak5YXSz1zUbkrcoPF6mNnL7r426hzXQ5mLI2mZk5YXkpm5mJL2+0laXlDmYkla5qTlLbYk/n6UOXxJywvKPNG0PFVERERERESGpUGjiIiIiIiIDKvUB41PRR1gDJS5OJKWOWl5IZmZiylpv5+k5QVlLpakZU5a3mJL4u9HmcOXtLygzBOqpI9pFBERERERkfEp9W8aRUREREREZBw0aBQREREREZFhleyg0cw2m1mbmR0wsy9EnWc0Zva0mWXN7I2osxTCzBabWcbM3jKzN83ss1FnGo2ZVZrZbjNrCTL/ftSZCmVm5Wb2mpk9E3WWQpjZYTN73cyazezlqPPEibopfOqn4lE3lRb1U7jUTcWTtG6C+PdTSR7TaGblwH7gfuAosAf4VXffF2mwEZjZRqAL+L/uflvUeUZjZnVAnbu/amZVwCvAIzH/HRsw3d27zKwC2Al81t1fjDjaqMzs88BaYKa7fyLqPKMxs8PAWndP2kV1Q6VuKg71U/Gom0qH+il86qbiSVo3Qfz7qVS/aVwHHHD3Q+7eA3wb2BpxphG5+w7gVNQ5CuXux9391WD7PPAWsDDaVCPzvK7gbkVwi/2siZktAj4OfCPqLDJu6qYiUD8Vh7qp5KifQqZuKg51UzhKddC4EDgy4P5RYv4fZZKZ2U3AncBL0SYZXbBcoRnIAs+7e+wzA/8D+B0gF3WQ6+DAj8zsFTN7IuowMaJuKjL1U6jUTaVF/VRE6qZQJbGbIOb9VKqDRhvisVjPiiSVmc0A/g74nLufizrPaNy9393XAIuAdWYW6+UsZvYJIOvur0Sd5TptcPcPAg8CvxUsIRJ1U1Gpn8KjbipJ6qciUTeFJ8HdBDHvp1IdNB4FFg+4vwhojyhLyQrWtv8d8Ffu/vdR57ke7n4GaAI2RxxlNBuALcE6928D95nZX0YbaXTu3h78mQW+T37Zk6ibikb9FDp1U+lRPxWBuil0iewmiH8/leqgcQ+w3MyWmtlk4DGgMeJMJSU4MPqbwFvu/t+jzlMIM6sxs9nB9lTgo0BrtKlG5u5fdPdF7n4T+X+Pt7v74xHHGpGZTQ8O8MfMpgMfAxJxZrsiUDcVgfopfOqmkqR+Cpm6KXxJ7CZIRj+V5KDR3fuAzwDPkT/I+Lvu/ma0qUZmZn8D/AxYaWZHzezTUWcaxQbgX5GfwWkObg9FHWoUdUDGzPaS/5/j8+6emFMxJ0gtsNPMWoDdwA/c/YcRZ4oFdVPRqJ9kKOqmEaifikLdJMOJfT+V5CU3REREREREZGKU5DeNIiIiIiIiMjE0aBQREREREZFhadAoIiIiIiIiw9KgUURERERERIalQaOIiIiIiIgMS4NGGZaZ/bGZNZjZI2b2hWH2+T0zOzbg1NHNZjbbzNaa2VeKnbkQQb5/F3UOERkbdZOIxJG6SUqZBo0ykvXAS8C9wE9G2O/L7r5mwO2Mu7/s7r9dnJjXbTZwXeVnZuUhZRGR66duCqibRGJF3RRQN5UeDRrlGmb2ZHAR1w+Rv2jubwB/YWZfuo7XaDCzZ4LtGjN73sxeNbOvm9m7ZlYdPPe4me0OZtq+fqVkzKzLzP7IzFrM7EUzqzWzWWZ22MzKgn2mmdkRM6sws1vM7Idm9oqZ/cTMVgX71JrZ94PXaTGzDwN/AtwSvOeTlvekmb1hZq+b2aMDfoaMmf018PqE/YJFZEzUTeomkThSN6mbUsHdddPtmhuwDvifQAWwa4T9fg84BjQHt0zweAPwTLD9v4AvBtubAQeqgVuBfwAqgue+Bnwq2Hbg4WD7z4DfDba3AZuC7UeBbwTbPwaWB9vrge3B9neAzwXb5cAs4CbgjQE/wyeB54Pna4H3gLrgZ7gALI3670M33XTL39RN6ibddIvjTd2kbir12yREhnYn+TJbBewbZd8vu/t/HeH5e4B/AeDuPzSz08HjHwHuAvaYGcBUIBs81wM8E2y/AtwfbH+HfOllgMeAr5nZDODDwPeC1wGYEvx5H/Cp4L37gbNmNmeIfH8TPP9zM3uB/GzhOWC3u78zys8vIsWjblI3icSRukndVNI0aJT3MbM1wP8BFgGdwLT8w9YM3O3ul8bysiM8/i13/+IQz/W656ezgH7++d/VRuCPzewG8sW5HZgOnHH3NWPINlI+yM+YiUjE1E3XUDeJxIC66RrqphKlYxrlfdy9OSiR/cBq8uXygOcP1B5L8QHsBH4FwMw+BlyZsfox8EtmNi947gYzWzJKvi5gN/Dn5Jdx9Lv7OeAdM/vl4HXMzOoHvMdvBo+Xm9lM4DxQNeBldwCPBs/XABuD9xCRmFA3qZtE4kjdpG5KCw0a5RpBAZx29xywyt1HW2bx7+39p46+adDzvw98zMxeBR4EjgPng9f9XeBHwQHkz5NfEz+a7wCPB39e8S+BT5tZC/AmsDV4/LPAJjN7nfxyjQ+4+0lgV3AA95PA94G9QAv5sv8ddz9RQA4RKSJ1k7pJJI7UTeqmNLB//iZbJBxmNgXod/c+M7sb+ItxLIkQEZkQ6iYRiSN1k8SRjmmUYrgR+K7lT/ncA/ybiPOIiIC6SUTiSd0ksaNvGkVERERERGRYOqZRREREREREhqVBo4iIiIiIiAxLg0YREREREREZlgaNIiIiIiIiMiwNGkVERERERGRY/x8zGUPoA93QBQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f=plt.figure(figsize=(15,4))\n",
    "j=1\n",
    "for m in ['TMIN_s20', 'TOBS_s20', 'TMAX_s20']: #,\n",
    "    pltVarExplained(j)\n",
    "    j+=1\n",
    "f.savefig('r_figures/VarExplained1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-13T16:36:43.128534Z",
     "start_time": "2018-04-13T16:36:42.683500Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4sAAAEWCAYAAADPdALXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd4VGX2wPHvSUKooYUQeu9NSqgW0FVh7etakLX3vqur7vpbu65t3VVXXRsqIiJiR0XBFhARpJfQawiQEEghIaTO+f1xb3AcEpiETGYmOZ/nyZO5dc7cmTlz3/e+73tFVTHGGGOMMcYYY7xFBDsAY4wxxhhjjDGhxwqLxhhjjDHGGGMOY4VFY4wxxhhjjDGHscKiMcYYY4wxxpjDWGHRGGOMMcYYY8xhrLBojDHGGGOMMeYwVlisxcTxlohkisgv1fScr4jI/dXxXMEkIp1EREUkyo91TxSR9QGKY5KIPHaE5Y+JyF4RSQ3E8xtTWZafAsfykzFVw/JU4FieCh1hX1gUkW0iclBEckUkzf3SNgp2XN7cGE8NdhxlOAE4DWinqsO8F4jISBE5ICIxvhuJyDIRubUyT6iqN6rqo5ULt+qJyJUiUuJ+frz/2lRXDKr6o6r2rK7nKyUi7YG/An1UtVUV7fNcEVkuIvvd5PmdiHRylz3kJv4LvdaPcud18po3SkS+F5EcEckWkc9FpI/X8vUicpHX9PHuPnzn5frzIxNIlp+OieUny08hk5/cz9x+EYn0Wv56OfNecR8niki+m8v2i8gSEfm7iNStitdTVSxPHRPLU5anqjpPqfu5yRWRnSLyn9Ic4/NdTRWnINvIZ/thIjJTRLJEJENEfhGRq9xlY0TE426f455PXXW0mMK+sOg6W1UbAYOBocB9Fd1BsE8qg6QjsE1VD/guUNWfgRTgj97zRaQf0Ad4r6JP5v2DGmJ+VtVGPn+7gh1UNegI7FPVPRXdsKzvi4h0AybjJM4mQGfgf4DHa7UM4JHyPgsiMhKYDXwGtHH3sQL4SUS6uKvNBUZ7bXYSsK6MefNVtbiiry0ALD9VjuUnh+WnCgpQfloMROJ8j0udCOzymXcSTo4qdauqxgCt3eceD8wUEangywo0y1OVY3nKYXmqgo7yfTnO/T7+DpgAXOe1rPS7OhAYBNzrtc+RwPfAHKAbEAvcBPzea/td7vaNgb8Br3tXyJelphQWAVDVncBXQD8AEWkiIm+IyG63dP6YV+n8ShH5SUSeFZEM4CF3/nUistYtca8RkcHu/DYi8pGIpIvIVhG5vfR53RrJ6SIy2d0uSUQS3GXvAB2Az92S/D3u/A/cWoFsEZkrIn299hcrztWU/SKyyI17ntfyXiLyjVtj8JurLL7cuGe4624Skevc+dcAE4GRblwPl7H528DlPvMuB75U1X1+vI5JIvKyW8NxADhZvC7ni0gzEfnCPaaZ7uN2Xtsnisij7vuUIyKzRaSF1/ITRGS+W3uyQ0SudOfXFZFnRCRZnFrSV0SkfnnH6AjHrqt73Lw/A3tFZIxXfE+4tTbZIvKZiDQvZ19XeX2utojIDV7LxohIitf0NhG5S0RWuvt9X0TqeS0/S5za8Sz39Q/wWjZIRJa6z/M+cGg7n3hOBb4B2rjv/yR3/jnu5zfLfX29feL6m4isBA7I4YluILBVVb9TR46qfqSqyV7rfA0UApeWc9ifBiar6vPu9hmqeh+wAPc7inMidpLXNicCT5Uxz/uELegsPx1OLD9Zfio7npDLT6pahJOHTnKfryUQDbzvM68HZeQeVT2gqonAOcBI4MyyXnuwWZ46nFiesjxVdjyByFO/oarrgB9xv48+y1KBWTi5rdS/gLdV9SlV3evmuiWqetjn2132KZCJU3lxxEDC+g/YBpzqPm4PJAGPutOfAq8CDYGWwC/ADe6yK4Fi4DYgCqgPXAjsxKlVE5xSeUecQvUS4AGcH4cuwBZgrLuvh4B84AycmscngAVlxeg172ogBqgLPAcs91o2zf1r4L6BO4B57rKG7vRVbtyDgb1A33KOzxyc2tN67gcqHfid1zGYd4Rj2x4oAjq40xE4tWTn+fk6JgHZwPHutvXceY+5y2NxatwauPv4APjUa/tEYDPOj299d/pJd1kHIAe4BKjj7mugu+w5YAbQ3N3v58AT5bzGox2D64C1boyzgGd84tuJ8yVuCHwETHGXdQIUiHKnzwS64nyuRgN5wGB32Rggxefz8gvOlbXm7vPf6C4bDOwBhuN81q5w16+L89ncDtzhHpML3PfvsXJem+/z9gAO4DSpqQPcA2wCor3iWu5+LuqXsb8uON+DZ4GTgUY+yx8CpuCcLG1xnyPKPU6d3GNcApxcxr6vAnZ7vfce99hEuMejPs73onReFnCS5SfLT0d4HZOw/GT5yc/85K7zIPCZ+/gCnCuVp/nM2+LzHlxbRixzgaeCnZ8sT1mewvJUSOUpdx0FurmP+wCpwDVlfFfbAauA593pcs+hyooX5/P0B/f19Txijgh2kjrWP/fA5eKcHG7H+ULXB+KBAu83w/1C/OD14U722dcs4M9lPMfwMta9F3jLffwQ8K3Xsj7AQZ8YTz3Ca2jqfjiauB/c37xxwGP8muQuBn702f5V4MEy9tve/eDEeM17ApjkdQzK/YK763wL/J/7+DSchFrnaK/DnZ6Ec5XIe51JlP+lGwhkek0nAvd5Td8MfO11/D8pYx+C80Xt6jVvJE6NcnlJrtj9/JT+bfZZZwbOF3IlUNcnvid93vdC9z3shFeSK+N5Py39rFF2krvUa/pp4BX38cu4P+Jey9fjJM6TcJpEidey+Uc43r7Pez8w3Ws6AieJj/GK6+qjfF5GANNxfkzz3fe7kdf3pPRHYCFO0wjvwmI793GvMvY7DijyOUbn4jTB+MmdN81rXr73exWsPyw/geUny081ID95xbTPfR+fxzkJbgSkec17y+c9KKuwOA14/UixVucflqfA8pTlqdDJUwrsx7nitxnnsxvh813Ncdf7DmjqLmtLOedQPvF63PcoA6fgOv5I8agqNaV9+Xmq+q33DBHpj1Oq3y2/dg2IwKlNKuX9GJyksLmM/XfEucyc5TUvEufScCnvUZDygHoiEqVl9JkSpwnHP3Fq4OL4tc9EC5wEHXWEODsCw31iiQLeKSPuNkCGquZ4zdsOJJSxbnneBv4BPA5cBkxVpznO0V5Hdhmx/4aINMCp5R0HNHNnx4hIpKqWuNO+x7W0I29571UcTu3KEq/3XXDer/IsUNUTjrD8dZxEd72qFvgs835923E+cy181kFEfo9TK90D53PYACdxlsf3dZd2FO8IXCEit3ktj3aXK7BT3YzgFZO/2nivr6oeEdmBk4BKlft+utssAC4CEJGhOE20/oFXm3rXfcBb/PZzm4nzGWqN0wfRW2ucH9hSpU1Rk/n1ezjPa97CMt6rYLH8ZPmplOWn8M1P4DRDbYRzFeQk4GVVzXXjKJ33Xz9eS1ucE9BQYnnK8lQpy1NBzFOuwaq6qZxl56nqtyIyGpiKc6yyOPI5lLddqtruCMsPU6P6LPrYgVMj1kJVm7p/jVW1r9c6WsY2XcvZ11av/TRV1RhVPcPPWHyfZwLOFZBTcWrBOrnzBafGsxjnKkup9j6xzPGJpZGq3lTG8+4CmstvR+LqgFPL4a+PgbYicjJwPk6zG39eRynf1+7tr0BPYLiqNubXPmf+dPwv773aCxzEaU5SenyaqNOZt8LEGWXqOeAN4KEy2tJ7vzcdcGozvQs1iDPy3UfAM0C8qjYFZuLf6/S1A/inz/vfQFXfA3bjvFfe++1QgX3vwkmipXELzuvz/rwc6f38DVVdhPP5Kaut/Tc4TTNu9pp3APgZ50fT10U4NWilSguLJ/LrycaPXvNCqr9iGSw/WX6y/BRG+cmdnw8sAs4CWqvTnwic3HMWMICj5B5xRk8cwm8LSaHK8pTlKctTQcxTR6Kqc3CuMj/jTufhnEP98QibVUqNLSyq6m6cURX/LSKNRSTC7Wg7+gibTQTuEpEh4ugmIh1x2j3vdzul1heRSBHp59ZM+iMNp31+qRicBLwPp2bkca+4S3ASy0Mi0kBEevHbztFfAD1E5DIRqeP+DfXuQOu1rx04tZdPiEg9twPvNcC7fsZdegL/IU4t63ZVXezP6/BTDE5CynKTx4MV2PZd4FQRuUic4c1jRWSgqnpwarCeFWewAUSkrYiMrWBspZ4HlqjqtcCXwCs+yy8VkT5u7d4jwIdetXmlonHawqcDxW7t2OmVjOd14EYRGe5+RhuKyJnuD9nPOD+Qt7vH5Hxg2BH39lvTgTNF5HciUgfnR6gAP2vAxekof53Xce+F0/9nQTmb/AOnPb+3v+PU+N0uIjHidN5/DKcJjPfgAXNxmpuOBn5y560COuP0RwrpwqLlJ8tPlp/CMj+Bk1v+4vO889x5qapa1pUa3O/LaJyRnn/BOdENaZanLE9ZnqrePFUJzwGniUjpIDf3AFeKyN0iEgsgIseJyLRjeZIaW1h0XY7zAVuDc3n2Q5zLs2VS1Q9wmgNMxWkP/CnQ3P3Qno07mhpOjcdEnFogfzwB3CfOyEh34dQqbcepaVjD4T9Wt7r7TsVpFvEezocNtynE6TjDb+9y13kK50tUlktwaqp2AZ/gtMn/xs+4S72NU1My2Wf+0V7H0TyH01xkr7vt1/5uqM4IdmfgfBFL210f5y7+G06t8AIR2Y/TX+BI998pHcnM+2+oiJyL07TjRne9O4HBIvInr23fwanZScXpeH47Ptz37HacJJKJU5M4w9/X6rOvxTj9ZF5097UJp78AqlqIU2t5pbvsYpwfTH/3vR5nFMAXcN6Ts3GGaC70cxdZOCdfq0QkF+f9/ASnr0BZz/cTzgmE97x5wFj3dezG+XwNAk5Q1Y1e623A6aC+W1Wz3Hked3+NCb0mXmWx/GT5yfKT//sOen5yzcEZ6GWe17x57ryyKqleFJEcnMLOczhXR8a5+SocWJ6yPGV5yv99H2ueqhBVTcf5DN3vTs8HTnH/togzSvFrHGPllKhWydVQE0Ai8hTQSlWvCHYs5lcikogzIMLEYMdiTLBYfgpNlp+M+ZXlqdBkeSo81PQri2FJnPv/DHAvjw/DafLwSbDjMsYYy0/GmFBnecqYqlNTRkOtaWJwmky0wWlq92+cfg7GGBNslp+MMaHO8pQxVcSaoRpjjDHGGGOMOYw1QzXGGGOMMcYYc5ha0Qy1RYsW2qlTJ7/WPXDgAA0bNgxsQFXMYg68cIsXan7MS5Ys2auqcQEOKaAsN4Ueiznwwi1eqH25CSw/hZpwixcs5uoS8PykqjX+b8iQIeqvH374we91Q4XFHHjhFq9qzY8ZWKwhkF+O5c9yU+ixmAMv3OJVrX25SS0/hZxwi1fVYq4ugc5P1gzVGGOMMcYYY8xhrLBojDHGGGOMMeYwVlg0xhhjjDHGGHMYKywaY4wxxhhjjDmMFRaNMcYYY4wxxhzGCovGGGOMMcYYYw5jhUVjjDHGGGOMMYexwqIxJuiKSjxM/HEL6zNKgh2KMcYAkFdYzPIdWUz7JZnPNhUGOxxjjPmN/KIS/vnlGjLzPQF9nqiA7t0YY45i0bYM7vtkNevTcji9Y+imJBEZBzwPRAITVfVJn+UdgLeBpu46f1fVmdUeqDGmQjweZUdmHmt357AudT/rduewPi2HbfsOoOqsUz8KniwuoW5UZHCDNcYYYOveA9z87lLW7t7PVf2i+UMAnyt0z8yMMTXa3twCnvxqHR8uSaFt0/q8dtkQ6uxZG+ywyiQikcBLwGlACrBIRGao6hqv1e4DpqvqyyLSB5gJdKr2YI0x5crOK3IKhKk5h/6vT80hr9Bp1SACnWIb0qtVDOcNbEuv1jH0btWYTSsXWkHRGBMSPl+xi79/tJLoqAjeumoosnvN0Tc6BlZYNMZUqxKP8t4vyTz99ToOFpVw05iu3HZKNxpER5GYvi7Y4ZVnGLBJVbcAiMg04FzAO0Mr0Nh93ATYVa0RGmMOKSrxsHXvAdbudguGu/ezPjWHXdn5h9Zp2qAOvVrFcFFCe3q3jqFXq8Z0j29Eg+jDT422iFRn+MYYc5j8ohIe/WIN7y5MJqFjM16YMIjWTeqTaIVFY0xNsSolm/s+XcWKlGxGdonl0fP60q1lTLDD8kdbYIfXdAow3Gedh4DZInIb0BA4tawdicj1wPUA8fHxJCYm+hVAbm6u3+uGCou5eoRbzFUZr6qSXaik5HjYkaPsyPGQkuNhV66HYrcJaaRA64ZCx5gIToivQ7uYCNrHRNC0riBSAKTDgXQyN8MvmwMfszHGVNQ2t9npmt37uXF0V/56eg/qRFbP0DNWWDTGBFx2XhHPzF7PlIXbadGoLs+PH8g5x7VBwqe2vqxA1Wf6EmCSqv5bREYC74hIP1X9Tc9zVX0NeA0gISFBx4wZ41cAiYmJ+LtuqLCYq0e4xVzZePOLStiYlsvaQ/0Knf/7Dvw6+Ex847r0at2M37eOoVcr52ph17hGREcd20lVuB1jY0zN8cXKXfz9o1VERQpvXpnAKb3iq/X5rbBojAkYVeXjpTt5fOZaMvMKuWJkJ+48vQeN69UJdmgVlQK095pux+HNTK8BxgGo6s8iUg9oAeyplgiNqSFUlZTMg4eaj65Lc/5v3XsAj1tFU69OBD3jYzi1dzw9W8XQy21G2rxhdHCDN8aYKuKMdrqWdxZsZ3CHprw4YTBtmtav9jissGiMCYj1qTnc/+lqftmWwaAOTXn76mH0a9sk2GFV1iKgu4h0BnYC44EJPuskA78DJolIb6AekF6tURoTZnLyi1ifmsNar36F61NzyCkoPrROh+YN6NUqhjP7t6ZX68b0ahVDx9iGREaETcsEY4ypkO37DnDL1KWs3rmfG07qwl1je1Zbs1NfVlg0xlSpAwXFPP/dRt6Yt5WYelE8eX5/LkpoT0QYn9iparGI3ArMwrktxpuqmiQijwCLVXUG8FfgdRG5A6eJ6pWq6ttU1ZhaK6+wmMXbMvloYyFTti9mXep+UjIPHloeUy+K3q0ac96gtoeuFPZsFUOjunaqYoypPWau2s3fPlxJRIQw8fIETu1Tvc1OfVkGNsZUCVXlq9WpPPL5GlL35zN+aHvuGderxjQLc++ZONNn3gNej9cAx1d3XMaEqoLiEpYnZzF/8z5+3ryPZTsyKSpRIgS6xh1gYPumXDKsg9O3sHVj2jSpF079mI0xpkoVFJfw+Jdrefvn7Qxym522DUKzU19WWDTGHLOtew/w4Iwk5m5Ip3frxrz0p8EM6dgs2GEZY6pRcYmHVTuzDxUOF2/PIL/Igwj0b9uEq0/ozMguseTvSGLcqaODHa4xxoSM7fsOcOvUZazamc11J3bm7rG9jnlgrqpihUVjTKXlF5Xwv8TNvJK4meioCB48uw+XjehIVJDa1Rtjqo/Ho6xLzWH+5r38vHkfC7dmkOv2NewZH8P4oR0Y1TWW4Z1jadLg10GtAn1PsJpKRMYBz+M0hZ+oqk/6LK8LTAaGAPuAi1V1m4jUASYCg3HO+yar6hPVGrwxplxfrdrNPR+uRARevzyB04Lc7NSXFRaNMZXyw7o9PDgjieSMPM4d2IZ/nNGblo3rBTssY0yAqCqb0w/w8+a9zN+8jwVb9pGZVwRA5xYNOWdgG0Z1jWVEl1haNKob5GhrFhGJBF4CTsMZnXmRiMxwm7+XugbIVNVuIjIeeAq4GLgQqKuq/UWkAbBGRN5T1W3V+yqMMd4Kikt4YuY6Js3fxnHtm/LiJYNo37xBsMM6jBUWjTEVsjPrII98nsSspDS6xjVk6rXDGdWtRbDDMsYEwI6MvENXDudv3seenAIA2jSpx+96xzOySywju8YGZTj3WmYYsElVtwCIyDTgXMC7sHgu8JD7+EPgRXE6gSrQUESigPpAIbC/muI2xpRhR0Yet0xdysqUbK49oTP3jAudZqe+rLBojPFLYbGHN+Zt5b/fbURR7hnXk2tP6BKyyc0YU3Fp+/PdgqFz9bB0tNIWjaIZ2bUFo7rGMqprLB2aN7DBaKpXW2CH13QKMLy8ddwRnLOBWJyC47nAbqABcIeqZpT1JCJyPXA9QHx8PImJiX4Fl5ub6/e6oSLcYg63eMFiLs+StGImripAgNsH1WVwoz3Mn1f5WzIHOmYrLBpjjurnzfu4/7PVbNqTy+l94nng7D60axZ6TSWMMRWTcaCQBVv2Hbp6uDn9AACN60Uxsmss153YhZFdY+nespEVDoOrrIPve2ue8tYZBpQAbYBmwI8i8m3pVcrfrKz6GvAaQEJCgo4ZM8av4BITE/F33VARbjGHW7xgMfsqLPbwxFdreWvZNo5r14QXJwyukmangT7OAS0s+tEZ+yTgOWAAMF5VP/RaVgKscieTVfUcd35nYBrQHFgKXKaqhYF8HcbUVnty8nn8y7V8unwX7ZrV540rEvhd79DqeG2M8V9OfhG/bM1gvtusdO1upzVig+hIhnVuzsVD2zOqawt6t25sN70PLSlAe6/pdsCuctZJcZucNgEygAnA16paBOwRkZ+ABOCwwqIxJjB2ZORx69SlrEjJ5qrjO3Hv73uHTcusgBUW/eyMnQxcCdxVxi4OqurAMuY/BTyrqtNE5BWcDt0vV2nwxtRyJR5lyoLtPDNrPQXFHm4/pRs3n9yNenUigx2aMaYCDhaWsHh7xqHbWazamU2JR4mOiiChYzPuOr0HI7u2YEC7JtSxUYxD2SKgu1thvhMYj1MI9DYDuAL4GbgA+F5VVUSSgVNEZApOM9QROBX1xphqMCsplbs/WIECr1w6hHH9WgU7pAoJ5JXFo3bGLh2JS0Q8/uzQ7ah9Cr8myLdxOnNbYdGYKrI0OZP7P11N0q79nNi9BQ+f05cucY2CHZYxxg8FxSUsT87i5y3OlcNlyZkUlShREcLA9k25eUxXRnaNZXCHZlb5E0bcPoi3ArNwWmu9qapJIvIIsFhVZwBvAO+IyCacK4rj3c1fAt4CVuM0VX1LVVdW+4swppYpLPbw1NfreGPeVga0a8JLVdTstLoFsrDoT2fsI6knIouBYuBJVf0Up6N2lqoWe+2zbVkbWyft0BZuMYdbvFDxmHMLlQ82FDInpZimdYWbB9ZlaHweyUmLSQ5cmL+NIQyPszHBVFziYUtWCWsSN/Hz5n0s2pZBfpEHEejXpglXH9+ZkV1jGdqpOQ3r2jAF4UxVZwIzfeY94PU4H+c2Gb7b5ZY13xgTOCmZedw6dRnLd2Rx5ahO3HtGL+pGhWcFXSB/OfzpjH0kHVR1l4h0Ab4XkVWUPdRzmfu0TtqhLdxiDrd4wf+YPR7lgyU7eHLuOvbnl3DtCZ35y2k9aBSEE8twPM7GVLfd2QeZsz6dORvSmbdpLzn5xcB6esbHMH5oB0Z2jWVE51iaNKgT7FCNMabW+WZNGn+dvhxVePlPg/l9/9bBDumYBPJs0J/O2OVS1V3u/y0ikggMAj4CmopIlHt1sUL7NMb81ppd+7nv01UsTc4ioWMzHvtDP3q1ahzssIwxXgqKS1i8LZM5G9KZsz6d9Wk5ALRqXI8z+rWmedEerj7rROJi6gY5UmOMqb2KSjw89dU6Js7bSv+2TXhxwiA6xjYMdljHLJCFRX86Y5dJRJoBeapaICItgOOBp92O2j/gdNyehtOR+7OARG9MDZaTX8R/vtnA2/O30bRBNP+6YAB/HNyOCBv90JiQkLwvjzkb9jBnQzrzN+8jr7CE6MgIhnZuxh+H9GJ0j5b0iHduZ5GYmGgFRWOMCaKUzDxue28Zy5KzuGJkR/7vzN5h2+zUV8AKi/50xhaRocAnOPf9OVtEHlbVvkBv4FV34JsInD6LpQPj/A2YJiKPActwOnQbY/ygqny+cjePfbGG9NwCJgzrwN1je9K0QXSwQzOmVjtYWMKCLfucq4cb0tm617nfYYfmDbhgSDtG94hjRJdY63dojDEh5ru1adw5fQUlHuWlCYM5c0B4Nzv1FdBfHT86Yy/CaUrqu918oH85+9yCM9KqMaYCNu3J5YHPVjN/8z76t23C65cncFz7psEOy5haSVXZnJ5Lotv3cOHWDAqLPdSrE8HILrFcMbIjo3u2pFNsA5yBwI0xxoSSohIP/5q1ntfmbqFvm8a8NGEwnVqEf7NTX1ZFaUwNd7CwhBd/2Mhrc7dQr04kj57XjwnDOtgNtytIRMYBz+O0lJioqk/6LH8WONmdbAC0VFUrjZtDcvKLmL9536G+hzuzDgLQrWUjLhvRkdE94hjWubnd0sIYY0LczqyD3DZ1KUuTs7hsREf+cWbvGpu7rbBoTA32zZo0HpqRxM6sg5w/uC33/r639W2qBBGJxLlX2Wk4g3ctEpEZXs3jUdU7vNa/DWdQLlOLqSprd+eQuGEPc9ans2R7JsUepWF0JMd3a8EtJ3fjpB4taNcs/O67ZYwxtdX365xmp8UlyosTBnHWgDbBDimgrLBoTA20IyOP55bkszx9MT3iG/H+9SMY3iU22GGFs2HAJrcZPCIyDTgXWFPO+pcAD1ZTbCaEZOUV8uPGvYf6HqbnFADQp3VjrjupC6N7xDG4QzOioyKCHKkxxpiKKCrx8Mzs9bw6Zwt9WjfmpT8NpnMNbHbqywqLxtQwny3fyT8+WU1RcQn/d0Yvrjq+M3Ui7cT0GLUFdnhNpwDDy1pRRDoCnYHvy1l+PXA9QHx8PImJiX4FkJub6/e6oaI2xOxRZVu2h1V7S1i1t4TNWR4UaFgH+sZGck7HaPq3iKRpvRIglfzkVOYnBzfmYAu3eCE8YzbGVJ1dWQe57b1lLNmeyaUjOnDfmX1qbLNTX1ZYNKaGyC0o5oHPVvPx0p0M6diM8R3zufCkrsEOq6Yoq4OnlrPueOBDVS0pa6Gqvga8BpCQkKBjxozxK4DExET8XTdU1NSY03MK+HFjOonr0/lxYzqZeUWIwIB2TbltSByje8QxsH3TausXHG7HOdzihfCM2RhTNX5Yt4c7py+nsNjDfy8ZxDnH1exmp76ssGhMDbBiRxa3T1vGjow8/vy77tx2Sjfm/Tg32GHVJClAe6/pdsCuctYdD9yW54pRAAAgAElEQVQS8IhMtSku8bA0OevQfQ9X79wPQItG0ZzcqyWje8RxYvc4mje0W9AYY0xNUVTi4d+zN/DKnM30bt2YlyYMoktco2CHVe2ssGhMGPN4lFfnbuHfs9fTMqYu064fybDOzYMdVk20COguIp2BnTgFwgm+K4lIT5z7xv5cveGZqrYr6yBz3X6H8zbtJSe/mMgIYUiHZtw9tieje8TRp3VjImxUYWOMqXF2Zx/ktqnLWLw9k0uGdeDBs2tPs1NfVlg0Jkyl7c/nzunL+WnTPs7o34on/jCAJg3qBDusGklVi0XkVmAWzq0z3lTVJBF5BFisqjPcVS8BpqlqeU1UTQhbsSOLaesKeXzZHDak5QLQukk9zuzfmjE94xjVrQWN69l3zBhjarLE9Xu4c/oKCopKeH78QM4d2DbYIQWVFRaNCUPfrknj7g9XkF/k4ak/9ueihPZ24+4AU9WZwEyfeQ/4TD9UnTGZqrEhLYd/zVrPN2vSiBIY3rUxFw5pz+iecXRv2ci+W8YYUwsUl3j4cEMhX3y9iF6tYnjpT4PpWgubnfqywqIxYSS/qITHZ65l8s/b6dO6Mf+9ZBDdWloiM6YyUjLzePabjXy8LIVG0VHcPbYnXUp28PtTRwQ7NGOMMdVob24Bt7y7lIVbi7hkWHsePLtvrW126ssKi8aEiQ1pOdw2dRnr03K45oTO3DOuJ3WjLJEZU1F7cwt46YdNvLsgGRG4/sQu3Di6K80aRpOYmBLs8IwxxlSj1TuzuX7yYvYdKOS6/tH84/wBwQ4ppFhh0ZgQp6pMWZjMY1+sIaZeFJOuGsqYni2DHZYxYScnv4iJP25l4o9byC/2cFFCO27/XXdaN6kf7NCMMcYEwWfLd3LPhyuJbRjNRzeNYu/GZcEOKeRYYdGYEJZ5oJB7PlrJN2vSGN0jjmcuPI64mLrBDsuYsJJfVMK7C5N56YdNZBwo5Mz+rbnz9B7WF8UYY2qpEo/y9NfreHXuFoZ1as7/Lh1Mi0Z1SdwY7MhCjxUWjQlR8zfv5Y73l5NxoJD7zuzN1cd3tmH6jamAEo/y8dIUnvt2IzuzDnJi9xbcPbYnA9o1DXZoxhhjgiQ7r4jbpi1j7oZ0LhvRkfvP6kN0VESwwwpZVlg0JsQUlXh49psNvDxnM51bNOSNK4bSr22TYIdlTNhQVWavSeOZWevZuCeX49o14ekLBnB8txbBDs0YY0wQbUzL4brJi9mZdZAnzu/PJcM6BDukkGeFRWNCyPZ9B7h92nJW7Mji4oT2PHhOHxpE29fUGH/9vHkfT329juU7suga15BXLh3M2L6t7PYXxhhTy81OSuWO95dTPzqK964bQUKn5sEOKSzYWagxIeKTZSnc/2kSEQIvTRjMmQNaBzskY8LG6p3ZPD1rPXM3pNO6ST2e/uMAzh/clqhIa1pkjDG1mcejvPD9Jp79dgMD2jXh1cuG2MBmFWCFRWOCLCe/iAc+S+KTZTsZ2qkZz40fRNumlsSM8cfWvQf49+z1fLFyN80a1OG+M3tz6YiOdn8sY4wx5BYU89fpy5mVlMb5g9ry+Pn97fehgvwqLIpIfaCDqq4PcDzG1CrLkjP587TlpGTm8ZdTu3Pryd3sSkiAWT6rGdL25/P8dxt5f9EO6kZFcPsp3bj2pC40rlcn2KEZc1SWh4wJvO37DnDd5MVs2pPL/Wf14erjO1mXhEo4amFRRM4GngGigc4iMhB4RFXPCXRwxtRUJR7llTmbefabDcQ3rsf0G0Za2/lqYPks/GXnFfHynM289dNWPKpcNqIjt5zczW4pY8KG5SFjAm/exr3cMnUpAJOvHs4J3W2As8ry58riQ8AwIBFAVZeLSKeARWRMDZeanc8d7y/n5y37OHNAax7/Q3+a1LerIdXkISyfhaW8wmLe+mkbr8zZTG5BMX8Y2JY7TutB++YNgh2aMRX1EJaHjAkIVeWNeVt5fOZaureM4bXLh9AxtmGwwwpr/hQWi1U1uzKXbUVkHPA8EAlMVNUnfZafBDwHDADGq+qH7vyBwMtAY6AE+Keqvu8umwSMBrLd3VypqssrHJwxQTA7KZW/fbSS/CIPT/9xABcmtLMmEdWr0vnMBEdRiYdpi3bw3+82kp5TwKm947lrbA96tWoc7NCMqSzLQ8YEQH5RCfd+vIpPlu1kXN9W/Pui42hY14ZnOVb+HMHVIjIBiBSR7sDtwPyjbSQikcBLwGlACrBIRGao6hqv1ZKBK4G7fDbPAy5X1Y0i0gZYIiKzVDXLXX53acHSmHCQX1TCP79cyzsLttOvbWOeHz+IrnGNgh1WbVSpfGaqn8ejfL5yF//5ZgPb9+UxrFNzXrl0MEM6WnNtE/YsDxlTxXZnH+SGd5awMiWbO0/rwa0ndyMiwipkqoI/hcXbgH8ABcBUYBbwmB/bDQM2qeoWABGZBpwLHCosquo2d5nHe0NV3eD1eJeI7AHigCyMCTPrU3O47b2lbEjL5boTO3PX2J7UjbKRuIKksvnMVBNVJXFDOk9/vZ61u/fTu3Vj3rpqKGN6xNlVeFNTWB4ypgot3pbBjVOWkl9UwuuXJ3Ban/hgh1SjHLWwqKp5OEntHxXcd1tgh9d0CjC8gvtARIbhdALf7DX7nyLyAPAd8HdVLShju+uB6wHi4+NJTEz06/lyc3P9XjdUWMyBV5l4VZXvkouZtr6QBlHCX4fUpX/DPfw8b09ggvQRbscYAh/zMeSzozard9e5CKc/kgIrVHXCMQVcyyzZnsFTX6/nl60ZdGjegOfHD+TsAW2sdtjUKMeSh4wxvzV1YTIPzlhN26b1ee+64XSPjwl2SDWOP6OhfgNcWNoEVESaAdNUdezRNi1jnlYkOBFpDbwDXKGqpVcf7wVScQqQrwF/Ax457IlUX3OXk5CQoGPGjPHrORMTE/F33VBhMQdeRePNOFDIPR+u4Nu1exjTM45nLjyOFo2qd7TGcDvGEPiYK5vP/GlW7zYnuxc4XlUzRaRloF5HTbM+NYd/zVrPt2vTaNGoLo+e25eLh3YgOspuI2NqnmM4rzLGuAqLPTz8eRLvLkxmdI84/jt+EE0a2GCBgeBPM9QWXn0FqcBJUArQ3mu6HbDL38BEpDHwJXCfqi7wev7d7sMCEXmLw/s7GhNUP23ayx3vLycrr4j7z+rDVaM62ZWR0FHZfHbUZvXAdcBLqprp7rt6LiGHsR0ZeTz77QY+WbaTRtFR3D22J1cd34kG0TYgganRKpuHjDHA3twCbp6ylF+2ZXDD6C7cM7YXkXaeFTD+/CJ7RKSDqiYDiEhH/LtCuAjoLiKdgZ3AeMCvJlkiEg18AkxW1Q98lrVW1d3idF45D1jtzz6NCbSiEg//nr2BV+dupkuLhrx11VD6tmkS7LDMb1U2n/nTrL6Hu8+fcJqqPqSqXx97yDXP3twCXvx+E+8u3E6ECNef2IUbR3elWcPoYIdmTHWobB4yptZbvTOb6ycvZt+BQp4fP5BzB7YNdkg1nj+FxX8A80Rkjjt9Em5fwCNR1WIRuRWn43Yk8KaqJonII8BiVZ0hIkNxCoXNgLNF5GFV7Qtc5D5PrIhc6e6y9BYZ74pIHE4z1+XAjf6+WGMCZdveA/x52jJWpGRzybD23H9WH7s6Epoqlc/wr1l9FNAdGIPTkuJHEennfQUBand/6oPFytdbi/h6WxFFHjixbRTndqtD83pprFiUFrxAvdSE4xzqwi1eqPKYK5uHjKnVPlu+k3s+XElsw2g+umkU/dpahXx18GeAm69FZDAwAueE6Q5V3evPzlV1JjDTZ94DXo8X4ZxU+W43BZhSzj5P8ee5jakuHy9N4f5PVxMZIfzvT4M5o3/rYIdkynEM+cyfZvUpwAJVLQK2ish6nMLjIp8Yal1/6vyiEqYs2M5LczeRmVfEmQNa89fTetAlBG8fE87HOVyEW7xQtTEfy3mVMbVRiUd56ut1vDZ3C8M6N+d/fxpc7eNA1Gb+XvqoC2S46/cREVR1buDCMib05eQXcf+nq/l0+S6GdW7OcxcPpE3T+sEOyxxdZfKZP83qPwUuASaJSAucZqlbqjTyMFPiUaYv3sFz32xgV3Y+J3ZvwT1je9G/ndUGm1rPzquM8UN2XhG3TVvG3A3pXDaiIw+c3Yc6kTb4WXXyZzTUp4CLgSSgdERSBSypmVpraXImf562jF1Z+dx5Wg9uObmbda4OA5XNZ/40q3eXnS4ia4AS4G5V3ReglxLyVu/M5v6fDrLrwEqOa9+UZy48jlHdWgQ7LGOCzs6rjPHPxrQcrpu8mJ1ZB3ni/P5cMqxDsEOqlfy5snge0LOsexkaU9uUeJRX5mzmP99soFXjeky/YQRDOjYPdljGf5XOZ340q1fgTvev1vv37PXkFCqvXDqEsX3jccYkM8ZQyTx0tHu9ikhdYDIwBNgHXKyq29xlA4BXgcY4BdShqpp/jK/DmICZnZTKHe8vp350FO9dN4KETnauFSz+FBa3AHUAKyyaWm139kHueH85C7ZkcPZxbXjsvH40qW/39Akzls+qQU5+ET9t2sfJ7aMY169VsMMxJtRUOA/5c69X4BogU1W7ich44CngYhGJwhkH4jJVXSEisUBRFb0WY6qUx6O88P0mnv12A8e1a8Irlw2hdRPr4hNM/hQW84DlIvIdXolNVW8PWFTGhJglacX85fkfKSz28K8LBnDBkHZ2pSQ8WT6rBnM2pFNY4mFIvN0Kw5gyVCYP+XOv13OBh9zHHwIvurcZOx1Yqaor3Oeptc3jTWjLLSjmr9OXMyspjfMHt+XxP/SnXp3IYIdV6/lTWJzh/hlT6xQUl/DPL9cyeVkB/ds24fnxA0NyBEfjN8tn1WBWUhqxDaPp1tQGITCmDJXJQ/7c6/XQOm4/62wgFmewLRWRWUAcME1Vny7rSWrzrX1CXbjFCxWLeU+eh+eX5rMrV7mkVzSnx2Wy4KcfAxtgGWr6ca4Mf26d8XbAnt2YELYjI4+b313Kqp3ZjO0YxQvXjSI6yk5+w5nls8ArKC7hh3V7OGtAayIkI9jhGBNyKpmH/LnXa3nrRAEnAENxrmp+JyJLVPW7MmKrdbf2CRfhFi/4H/OPG9P559RlQBTvXDOYE7oHbzC0mnycK8uf0VC7A08AfYB6pfNVtUvAojImyGYlpXLXBysQ4LXLhhCdvs4KijWA5bPAm795H7kFxYzt2wpSrbBojK9K5iF/7/XaHkhx+yk2wbk9Rwowp/RejiIyExgMHFZYNKY6qSpvzNvK4zPX0r1lDK9fnkCH2AbBDsv48Ofs9y3gZaAYOBlnpK13AhmUMcFSWOzh0S/WcMM7S+jcoiFf3n4ip/e1ATpqEMtnATY7KZVGdaMY1S022KEYE6oqk4cO3etVRKJx7vXq25R1BnCF+/gC4Ht3lOZZwAARaeAWIkfz276OxlS7/KIS7py+gse+XMvYvq34+OZRVlAMUf4UFuu7TRVEVber6kPAKYENy5jqtzPrIBe/9jNvzNvKlaM68cGNI2nf3BJXDWP5LIBKPMo3a9IY0zOOulE2KIEx5ahwHlLVYqD0Xq9rgeml93oVkXPc1d4AYkVkE84tfP7ubpsJ/AenwLkcWKqqXwbgdRnjl11ZB7no1Z/5ZNlO7jytBy9NGEzDuv4Mo2KCwZ93Jl9EIoCN7k2pdwItAxuWMdXr+3Vp3Dl9BcUlyksTBnPmgNbBDskEhuWzAFqanMne3EKnCaoxpjyVykN+3Os1H7iwnG2n4Nw+w5igWrQtg5umLCG/yMPrlydwWp/4YIdkjsKfK4t/ARoAt+Pc6PUyfm3mYExYKy7x8ORX67h60mLaNKnP57edYAXFms3yWQDNTkolOjKCMT3jgh2KMaHM8pCplaYuTGbC6wuIqVeHT24eZQXFMOHPaKiL3Ie5wFWBDceY6pOanc/t7y3jl20ZTBjegQfO6mP386nhLJ8FjqoyKymNUd1iialXJ9jhGBOyLA+Z2qaw2MPDnyfx7sJkRveI47+XDKJJffudCBflFhZF5DlV/YuIfM7hwzOjqueUsZkxYWHuhnTueH85B4tKeO7igZw3qG2wQzIBZPks8Nal5pCckcdNY7oGOxRjQpLlIVMbpecUcMu7S/llWwY3jO7CPWN7ERlR1l1eTKg60pXF0pG5nqmOQIypDiUe5fnvNvLC9xvp3rIR//vTELq1bBTssEzgWT4LsFlJqYjAqb2tWZEx5bA8ZGqVbdkl3PviPDIOFPL8+IGcO9Aq5sNRuYVFVV0iIpHAdap6aTXGZExA7MnJ5y/TljN/8z4uHNKOR87tR/1oa3ZaG1g+C7xZSWkkdGxGXEzdYIdiTEiyPGRqkxkrdvHPhfm0bFyfj24aRb+2TYIdkqmkI/ZZVNUSEYkTkWhVLayuoIypavM37+XP05aTk1/E0xcM4KKE9kffyNQols8CZ0dGHmt37+e+M3sHOxRjQprlIVPTqSovfL+J/3yzgR7NIph6y/G0aGSViOHMn1tnbAN+EpEZwIHSmar6n0AFZUxV8XiU/yU6SatTi4ZMuWY4PVvFBDssEzzbsHxW5WYlpQJweh+7ZYYxftiG5SFTAxUUl3DvR6v4eNlOzh/Ult/HZVpBsQbwp7C4y/2LAOws24SNfbkF3DF9BXM3pHPuwDY8/of+dtNXY/ksAGYnpdGrVQwdYhsEOxRjwoHlIVPjZB4o5IZ3lvDLtgz+eloPbj2lG3PmzAl2WKYK+HPrjIerIxBjqtKibRncNnUZGXmFPP6H/lwyrD0iNvpWbXcs+UxExgHPA5HARFV90mf5lcC/cG6wDfCiqk6s7POFi725BSzansHtp3QPdijGhAU7rzI1zZb0XK6etIhd2fk2kE0NdNTCoojEAfcAfYF6pfNV9ZQAxmVMpXg8yus/buHpWetp36w+H1unauOlsvnMHZTiJeA0IAVYJCIzVHWNz6rvq+qtVRt1aPt2TRqqMLavNUE1xh92XmVqkgVb9nHjlCVEiPDedcMZ0rF5sEMyVSzCj3XeBdYBnYGHcdraLzrSBqVEZJyIrBeRTSLy9zKWnyQiS0WkWEQu8Fl2hYhsdP+u8Jo/RERWufv8r9jlIuPKyivkusmLeeKrdYztG8+M206wgqLxVdl8NgzYpKpb3EEppgHnBirIcDIrKZX2zevTu7W1pjPGT5U+rzImlHy0JIXL3lhIbMNoPrl5lBUUayh/OnDFquobIvJnVZ0DzBGRozZC9rMmPhm4ErjLZ9vmwINAAs6Na5e422YCLwPXAwuAmcA44Cs/XoepwZYlZ3Lr1GXsycnn4XP6cvnIjtbs1JSlUvkMaAvs8JpOAYaXsd4fReQkYANwh6ru8F1BRK7HyWHEx8eTmJjoV+C5ubl+r1tdDhYrP27I43cdo8rsmxKKMR+NxRx44RYvVHnMlc1DxoQEVeXZbzbw3+83MaprLC//aQhNGtQJdlgmQPwpLBa5/3eLyJk4nbLb+bHdoZp4ABEprYk/VFhU1W3uMo/PtmOBb1Q1w13+DTBORBKBxqr6szt/MnAeVlistVSVt37axhNfrSW+cT0+vHEUx7VvGuywTOiqbD4rq+ZBfaY/B95T1QIRuRF4GzisWZmqvga8BpCQkKBjxozxK/DExET8Xbe6fLFyF8W6jGvHDWVop8NrlEMx5qOxmAMv3OKFKo+5snnImKDLLyrh7g9X8vmKXVyU0I7HzutPdJQ/DRVNuPKnsPiYiDQB/gq8ADQG7vBjO39r4v3dtq37l1LG/MPUpNr7o6mtMR8oUt5cXcCStBIGtYzk2v5C5ublJG6umhi91dZjXN2qIebK5rMUwPvmnO1wTvAOUdV9XpOvA08dW6ihb1ZSGrENoxncoVmwQzEmnFQ2DxkTVPtyC7hu8mKWJmfxt3G9uHF0F2vFVQuUW1gUkQRVXayqX7izsoGTK7Bvf2riK7qt3/usSbX3R1MbY169M5sH3l3KriwP953Zm2tO6BzQhFUbj3EwBCrmKshni4DuItIZZ7TT8cAEn+doraq73clzgLXHGHZIKygu4Yd1ezhrQGsiI+xkwZijqYI8ZEzQbNqTw1WTFrFnfwH/+9NgzujfOtghmWpypCuLr4tII+A9YFoZo/4dzVFr4o+y7RifbRPd+e185vu7T1MDqCpTFibz6OdriG0Uzfs3jGRIR7uqYY7qmPKZqhaLyK3ALJxbZ7ypqkki8giwWFVnALeLyDlAMZCB0x+7xpq/eR+5BcU2Cqox/jvW8ypjgmL+pr3cMGUJdaMimHb9CAZZa5JapdzCoqoOEpGeODXoH4pIIb8muO1+7PuoNfFHMAt4XERKP42nA/eqaoaI5IjICGAhcDlOEw5TC+QWFPP3j1byxcrdjOkZx38uGkjzhtHBDsuEgSrIZ6jqTJxBtbznPeD1+F7g3qqLOrTNTkqlUd0oRnWLDXYoxoSFqshDxlS36Yt28H+frKJLXEPeuGIo7Zs3CHZIppodsUeqqq5X1YdVtQ9wBdAU+F5EfjrajlW1GCitiV8LTC+tiXdr3xGRoSKSAlwIvCoiSe62GcCjOAXORcAjpYPdADcBE4FNwGZscJtaYe3u/Zzzwjy+Wp3KPeN68uYVQ62gaCrkWPKZ+a0Sj/LNmjTG9IyjblRksMMxJmxYHjLhwuNRnvxqHfd8tJKRXWP58KZRVlCspfwZ4AYRiQBaAvFAQyDdn+38qIlfRDkjgKnqm8CbZcxfDPTz5/lN+FNVpi/ewQOfJdGkfh2mXjuc4V3sSoapvMrmM/OrpcmZ7M0ttCaoxlSS5SETyvKLSrhz+nJmrkplwvAOPHJOX6IibcTT2uqIhUURORG4BOf2FKtxbkR9h6pmV0NsppbLKyzmvk9W8/GynZzQrQXPjR9Ii0Z1gx2WCVOWz6rO7KRUoiMjGNMzLtihGBNWLA+ZUJeeU8C1kxezMiWrWgYQNKHvSKOh7gCScRLZw6qaVm1RmVpvY1oON7+7lE3pudxxag9uPaWbjbhoKs3yWdVRVWYlpTGqWywx9ewmzMb4y/KQCXXrU3O4etIiMg4U8sqlQ6z1iAGOfGXxBOtwbYLh46Up/OOT1TSsG8mUa4ZzfLcWwQ7JhD/LZ1VkXWoOyRl53DSma7BDMSbcWB4yIWvuhnRueXcp9aMjmX7DSPq3axLskEyIONJoqJbQTLXKLyrhwc+SeH/xDoZ3bs4LlwyiZeN6wQ7L1ACWz6rOrKRURODU3vHBDsWYsGJ5yISqdxdu54HPkujeshFvXjmUNk3rBzskE0L8GuDGmEDbkp7Lze8uZV1qDree3I2/nNrdOlMbE4JmJaWR0LEZcTHWf9gYY8JZiUd58qu1vP7jVk7uGccLEwbTqK4VDcxvlXs2LiJPuf8vrL5wTG30+YpdnP3CPNL25zPpqqHcNbanFRRNlbJ8VjV2ZOSxdvd+68diTCVYHjKhJK+wmJumLOH1H7dy5ahOvH55ghUUTZmOdEZ+hojUoRbdZNpUr/yiEu77dBW3vbeMXq0b8+XtJzKmZ8tgh2VqJstnVWBWUioAp/exwqIxlWB5yISEtP35XPzqAr5dm8ZDZ/fhIbs1hjmCI1UhfA3sBRqKyH5AAC39r6qNqyE+U0PtyfNwwSvzWb1zPzec1IW7xvakjiUqEziWz6rA7KQ0erWKoUOs3ZjZmEqwPGSCbs2u/Vzz9iL2Hyxi4hUJnNLL+p+bIyv37FxV71bVJsCXqtpYVWO8/1djjKaG+Xr1bh6cf5AdGQeZeHkC957R2wqKJqAsnx27vbkFLNqeYU1Qjakky0Mm2H5Yt4cLX5mPKnxw4ygrKBq/HLVxsqqeKyLxwFB31kJVTQ9sWKammrJgO/d9upouTSKYfOMJtGtmVyhM9bF8VnnfrklDFSssGnOMLA+ZYHh7/jYe/jyJPm0a88YVQ4m30eaNn456OcftiP0LcCFwEfCLiFwQ6MBMzfPJshTu/2w1p/Zuyf8Nr2cFRVPtLJ9V3qykVNo3r0/v1jHBDsWYsGZ5yFSnEo/y0IwkHpyRxCm94pl+w0grKJoK8WfYo/uAoaq6B0BE4oBvgQ8DGZipWWYnpXLXBysZ0TmWFycMZsFPPwY7JFM7WT6rhJz8In7atI/LR3ZERIIdjjHhzvKQqRa5BcXc/t4yvl+3h2tP6My9Z/QmMsJyuKkYfwqLEaUJzbUPP65IGlNq3sa93Dp1Gf3bNuH1KxKoVycy2CGZ2svyWSXM2ZBOYYmHsf2sCaoxVcDykAm43dkHuXrSYjak5fDoef24bETHYIdkwpQ/hcWvRWQW8J47fTEwM3AhmZpkyfZMrpu8mC5xDZl01VC7h48JtkrnMxEZBzwPRAITVfXJcta7APgA58rB4mMPOfhmJaUR2zCawR2aBTsUY2oCO68yAbV6ZzZXT1pEXmEJb145lNE94oIdkglj/gxwc7eInA+cgDO882uq+knAIzNhb82u/Vz11i/EN67L5GuG0bRBdLBDMrVcZfOZiEQCLwGnASnAIhGZoaprfNaLAW4HFlZ58EFSUFzCD+v2cNaA1tZ8yZgqYOdVJpBmJ6Xy52nLad4wmo9uGk7PVtbP3Bwbvy7zqOrHwMcBjsXUIFvSc7n8zYU0qhvFlGuH0zLGOlOb0FDJfDYM2KSqWwBEZBpwLrDGZ71HgaeBu441zlAxf/M+cguKbRRUY6qQnVeZqqaqvDFvK/+cuZYBbrcfO/cyVcHaBJoqtzPrIJdOXIgqvHPtcBv11NQEbYEdXtMpwHDvFURkENBeVb8QkXILiyJyPXA9QHx8PImJiX4FkJub6/e6VWnS6gLqRULxriQSU33LxkcWrJiPhcUceOEWL4RnzKb2KC7x8NDnSUxZkMzv+7XiPxcNpH60jQ9hqoYVFk2VSs8p4NKJC8kpKGba9SPoGtco2CEZUxXKan+phxaKRADPAlcebUeq+hrwGkBCQoKOGTPGrwASExPxd3PpgOQAACAASURBVN2qUuJR7pr3Laf2bc1ppwyu8PbBiPlYWcyBF27xQnjGbGqHnPwibpm6jLkb0rlxdFfuGduTCOsyYKqQX6NviUh9EekZ6GBMeMvKK+SyNxaSmp3PpKuG0rdNk2CHZMxhKpnPUoD2XtPtgF1e0zFAPyBRRLYBI4AZIpJwLLEG29LkTPbmFloTVGOqWGXykIiME5H1IrJJRP5exvK6IvK+u3yhiHTyWd5BRHKP1PLBhJeUzDwuePln5m/ay5Pn9+fvv+9lBUVT5Y5aWBSRs4HlwNfu9EARmRHowEx4yS0o5sq3FrEl/QCvX57AkI7Ngx2SMYc5hny2COguIp1FJBoYDxzaTlWzVbWFqnZS1U7AAuCccB8NdXZSKtGREYzpaSPpGVNVKpOHvAbZ+j3QB7hERPr4rHYNkKmq3XBaOjzls/xZ4KtjfwUmFKzYkcV5L83///buPD6q8uz/+Oci7LssRmRXkEUFgRiU9rGpFZefVlqXiruohbpUuz7V1vpYq8/T2sVatVarCGIV1NaWWhVcSN0lrEJYFBAhQIIsQiKQ9fr9MYPGkGVIMnPmzHzfr9e8mOWeM98Z5PLc59znvtm8ay/Tr8xmYna/oCNJiorlzOJtRCZ3+ATA3ZcAA+IXScJmX3klkx9bwLJNu7jvolF8eXCPoCOJ1OU2GlHP3L0CuB6YA6wEnnL3fDO73czOjlvaALk7c/KLGDeoO53atgo6jkgquY2Dr0OfTbLl7mXA/km2qpsATI/efwb4mpkZgJl9A1gH5DdDfgnYC8u2cMFDb9OudQuevXYcXxqk/S6Jn1iuWaxw913RenNQGlqXzMzaAI8BY4gsSnuBu683s4uBH1drOgIY7e5LzCwX6AXsjb52ao3FbSWByiuruP6JRby1djt3XzCSUzVcTZJbo+uZuz9PjbXQ3P3WOtrmNCpdEllVWMyGHXu4JufIoKOIpJrG1KEGJ9mq3sbdK8xsF9DdzPYCPyGy9E+9Q1DDNgFXU4Qtc0lJCfPmzeOFD8t56v1yBnVtwQ0jjYIVCyk4uLnHEiZsvzEoc21i6SwuN7OLgAwzG0xkDbG3GnpTjOuSfTZkwswmEhkycYG7/xX4a3Q7xwL/jB552+/isA/vSgVVVc6Pnl7Kyyu38ssJR/PNUX2CjiTSkEbVs3Q0J78QMzhlWGbQUURSTWPqUL2TbDXQ5hfA3e5e0lAHNUwTcDVV2DK//Oo85uzozlPvb+SsEb347fkjadsquWc8DdtvDMpcm1iGoX4XOBooBZ4EdgPfi+F9TRoyUc2F0c+VJOLu3PLP5fxzyWb++/QhXHrigKAjicSisfUs7czJLyKr/yH07NQm6CgiqaYxdaihSba+0MbMWgJdgB1EzkDeFZ1863vAT83s+qZ9BUmkXXvL+f3CfczM28h3Tx7EHyeOSvqOoqSOBs8suvse4GfR28Fo9JAJYFu1NhdwYCfzUTOrBP4G3OHuNY+uaShFHLk7T71fzgsflnPWEa0YTgG5uQUHtY2w/c5hywvKXJsm1LO0snHHHlZu2c0tZw4LOopIymlkHfpski1gE5FJti6q0WY2cDnwNnAe8Gp0/+i/9jcws9uAEne/r9FfQBJq0yd7mfTofNbuqOK354/kvDEaxSWJ1WBn0cz+xYFDHXYBC4AH3X1fXW+t5blYh0zs/+yxwB53X17t9YvdfZOZdSLSWbyUyHWPX9yIhlLEzX2vfsALH77PZSf25xdnH01jrv8K2+8ctrygzLVpQj1LK3PyCwE4dbiuQRZpbo2pQ9ED6vsn2coApu6fZAtY4O6zgUeAGWa2hsgZxYnx/B4Sf/mbd3HltDz2lFbyw6y26ihKIGK5ZnEd0JPPh4JeABQBRwF/IdJZq83BDJkoqDFkYr+J1BiC6u6bon8Wm9kTRIa7HtBZlPiY9uaH/Hbu+5wzqje3fb1xHUWRADW2nqWVuflFDD2sE/26tw86ikgqalQdamiSrWgn8/z6Ptjdb2tsaEms1z/4mGseX0Snti155ppxbFm1MOhIkqZi6SyOcveTqj3+l5m95u4nmVl9UzA3ZcgEZtaCSNH77LOjHcqu7r7NzFoBZwEvx/AdpBk8s7CA2/61glOHZ3LXeSO08KuEUWPrWdrYVlJK3kc7uOHkwUFHEUlVqkNSr6cXbOTmvy9j0KEdmTYpm8O6tGXLqqBTSbqKpbPY08z6ufsGADPrB+xf0KWsrjc1w5CJk4ACd19X7bk2wJxoRzGDSEfxL7F8UWmaF5Zt4b+fWcqXB/Xg3otG0TIjlrmRRJJOo+pZOnl5RRHucJqWwRGJF9UhqZW788dX1nD3y+/z5UE9eOCS0VrnVgIXS2fxh8AbZraWyDWGA4FrzawDn89kWqumDJlw91zghBrPfUpkTUZJoP+8/zE3zFzMcX278tBlY2jTUjNwSWg1up6lizn5hfTt1o5hvToFHUUkVakOyQHKK6u45dnlzFqwkXNG9+ZX54ygdUsdmJfgxTIb6vPRdYCGEilqq6pdfP2HeIaT4OWt38GUGQsYfGgnHp2UTfvWsRxfEElOqmf1K95XzptrtnPZif11PbJInKgOSU0lpRVc99dFkYPzJw/i++OPUg2WpBHrnv9gYAjQFhhhZri7JpVJccs37eLKR/M4vGs7Hrsqmy7tNBRCUoLqWR1yV39MWWUVpx2jIagicaY6JABs3b2PSdPyWFVYzK/OOZaJ2f2CjiTyBbEsnfE/QA4wnMiQ0jOAN9AMpCltzdZiLps6n87tWvH4VWPp0VELc0v4qZ7Vb+6KIrp3aM3ofocEHUUkZakOyX5rthZz+dQ8du4p4+HLs/jqkEODjiRygFgGQ58HfA0odPdJwEgiE81Iitq4Yw+XPDyfFmY8fvVYDu/aLuhIIs1F9awOpRWVzFu1lfHDM8nQTMci8aQ6JLy7bjvn/OktSiuqmDX5RHUUJWnFMgx1r7tXmVmFmXUGtgJHxDmXBKRo9z4ufvhd9pZXMmvKCQzs0SHoSCLNSfWsDm+t3U5JaYVmQRWJP9WhNDd76WZ+9NRS+nZrx7RJ2fTtpjVtJXnF0llcYGZdiSxRsRAoAebHNZUEYuenZVz6yLtsLynl8avHMvSwzkFHEmluqmd1mJtfSMc2LRk3qHvQUURSnepQmnJ3HnptHf/3wiqyB3TjocvG0LV966BjidQrltlQr43e/bOZvQh0dvf34htLEq14XzmXPzqf9dv3MH1SNqN0zZKkINWz2lVWOS+tKCJnSE8tjSMSZ6pD6amyyvnFv/J57O2POHNEL353/kjatlK9leTX4DWLZvbK/vvuvt7d36v+nITfvvJKrpq+gBWbd/PAxaM58UidWZDUpHpWu0UbdrKtpExDUEUSQHUo/ewtq+Q7jy/ksbc/YvJJR3DvxFHqKEpo1Hlm0czaAu2BHmZ2CJG1gAA6A4cnIJskQFlFFdc8vpC89Tu4Z+IovjYsM+hIIs2uOeqZmZ0O3ANkAA+7+69qvP4d4DqgksiwssnuvqJ5vkF8zc0vpHVGC3KG9Aw6ikjK0n5VetpeUspV0xewtOATfnH20Vw+bkDQkUQOSn3DUKcA3yNSwBbyeVHbDdwf51ySAJVVzvefWsK81R/zv988lrNH6v9VkrKaVM/MLCPabjxQAOSZ2ewancEn3P3P0fZnA78HTm+2bxAn7s6c/CLGDepOp7ZaS1UkjrRflWbWb/uUKx6dz5Zd+3jg4jGcrjVsJYTq7Cy6+z3APWb2XXe/N4GZJAHcnZ/+fRn/fm8LP/1/Q7lorBaBldTVDPUsG1jj7usAzGwmMAH4rLPo7rurte8AeBMiJ8yqwmI27NjDNTlHBh1FJKVpvyq9LNqwk6unL8DdeeLbJzCmv+aCkHCKZYKbe81sHDCgent31+KxIeXu3PHvlcxasJEbTh7E5JO0kyjpoQn1rDewsdrjAmBszUZmdh3wA6A1cHJtGzKzycBkgMzMTHJzc2PKXlJSEnPbg/GPNWUY0H7nWnJz1zXrtuOVOZ6UOf7ClheaN7P2q1Lf3PxCbpi5mMzObZk2KVvLkEmoNdhZNLMZwJHAEiLX4kDkiLmKWkjd88oHPPLGh1wxbgDfH39U0HFEEqYJ9ay2VeoPOHPo7vcD95vZRcAtwOW1tHkIeAggKyvLc3JyYsqem5tLrG0Pxq+Xvk7WgI5MOG1cs287XpnjSZnjL2x5oXkza78qtT329nr+Z3Y+I/p05ZHLs+jRsU3QkUSaJJZ1FrOA4e4eiiFVUr9H3viQP7z8AeeN6cOtZw3HrLZ9YJGU1dh6VgD0rfa4D7C5nvYzgQcO8jMSbuOOPazcsptbzhwWdBSRdKL9qhRUVeX8+sVVPPjaOk4Zlsm9F46iXWvNeCrh1+DSGcByQFfkpoBZeRv45XMrOOOYw/jVOcfSooU6ipJ2GlvP8oDBZjbQzFoDE4HZ1RuY2eBqD88EPmh0ygSZk18IwKnDVeJFEkj7VSmmtKKSG2ct4cHX1nHpCf158NIx6ihKyojlzGIPYIWZzQdK9z/p7mfHLZU0u+fe28xNf1/GSUf15A8Tj6NlRizHCURSTqPqmbtXmNn1wBwiS2dMdfd8M7sdWODus4HrzewUoBzYSS1DUJPN3Pwihh7WiX7d2wcdRSSdaL8qhezaU863Zyxg/oc7uOmMoUw56QiN2pKUEktn8bZ4h5D4mrdqK9+buYTj+3fjwUvG0KaljnZJ2rqtsW909+eB52s8d2u1+zc2PlbibSspJe+jHdxw8uCGG4tIc7ot6ADSPAp27uGKR/PYsH0P90w8jgnH9Q46kkizi2U21P+YWX9gsLu/bGbtiRxZlxB4Z912vvP4Qob26sTDV2RpWISkNdWzz728ogh3OO1ojYYTSSTVodSwfNMuJk3Lo7S8kseuyuaEI7oHHUkkLhoci2hm3waeAR6MPtUb+Ec8Q0nzeK/gE66evoC+3drz2JVj6awFtyXNqZ59bk5+IX27tWNYr05BRxFJK6pD4Ze7eivfevBtWrUwnrlmnDqKktJiuXDtOuBLwG4Ad/8AODSeoaTpVhcWc9nU+RzSoRWPXzWWbh1aBx1JJBmongHF+8p5c812Tht+mK6tEUk81aEQm5W3gaumL2BA9w48e92XOCpTB9wktcVyzWKpu5ft36Ews5bUsr6YJI+Ptn/KJY+8S+uMFvz1qhM4rEvboCOJJAvVMyB39ceUVVZx2jEagioSANWhEHJ37n75A/74ygf81+AePHDJGDq2iWU3WiTcYjmz+B8z+ynQzszGA08D/4pl42Z2upmtNrM1ZnZTLa+3MbNZ0dffNbMB0ecHmNleM1sSvf252nvGmNmy6Hv+aDos/gVbdu3l4offpaKyisevHqtZDkW+qNH1LJXMXVFE9w6tGd3vkKCjiKQj1aGQKa+s4sfPvMcfX/mA88f0YeoVx6ujKGkjls7iTcDHwDJgCpHZAG9p6E1mlgHcD5wBDAcuNLPhNZpdBex090HA3cCvq7221t2Pi96+U+35B4DJwODo7fQYvkNa2F5SyiUPv8sne8qZfmW2hkaIHKhR9SyVlFZUMm/VVsYPzyRDa62KBCHt61CYFO8r58ppeTyzsIDvnTKYu84bQSstPyZpJJbDIu2IrCn2F/isE9gO2NPA+7KBNe6+Lvq+mcAEYEW1NhP4fArpZ4D76jtTaGa9gM7u/nb08WPAN4AXYvgeKW33vnIumzqfgp17eezKbEb06Rp0JJFk1Nh6ljLeWrudktIKzYIqEpy0r0NhUbhrH5Om5fF+UTF3nTuCbx3fN+hIIgkXS2fxFeAUoCT6uB0wFxjXwPt6AxurPS4AxtbVJrro9S5g/5RSA81sMZELwG9x99ej7QtqbLPWRW3MbDKRM5BkZmaSm5vbQNyIkpKSmNsmix27SjjvnpdZ+0kVN45uw94Ny8jdEHSq+oXtdw5bXlDmOjS2nqWMufmFdGzTknGDNHufSEDSvg6FwftFxVwxdT679pYz9Yrj+cpRPYOOJBKIWDqLbd19f0HD3UuiawI1pLYzhDUv4K6rzRagn7tvN7MxwD/M7OgYt7k/50PAQwBZWVmek5MTQ2TIzc0l1rbJoLSiknPvfok1n1Ry74WjOXNEr6AjxSRsv3PY8oIy16Gx9SwlVFY5L60oImdIT9q01LJuIgFJ6zoUBm+t3caUGQtp1yqDWVNO5JjeXYKOJBKYWAZdf2pmo/c/iHbe9sbwvgKg+vn6PsDmutpEZwPrAuxw91J33w7g7guBtcBR0fZ9Gthm2qiqcr4/awnLt1fyq3NGhKajKBKgxtazlLBow062lZRpCKpIsNK6DiW7fy7ZxOVT55PZuS1/v3acOoqS9mI5s3gj8LSZ7e+U9QIuiOF9ecBgMxsIbAImAhfVaDMbuBx4GzgPeNXd3cx6Euk0VprZEUQmslnn7jvMrNjMTgDeBS4D7o0hS0q699U1PL+skAuGtNY4epHYNLaepYS5+YW0zmhBzhANpxIJUFrXoWTl7jzwn7Xc9eJqxg7sxkOXZtGlfaugY4kErt7Oopm1AFoDQ4EhRIaBrnL38oY2HL0G8XpgDpBB5GLufDO7HVjg7rOBR4AZZrYG2EGkQwlwEnC7mVUAlcB33H1H9LVrgGlExvi/QJpObjNv1Vb+8Mr7nDOqN6cfujPoOCJJryn1LBW4O3Pyixg3qDud2moHSCQI6V6HklVFZRW3/Sufx9/ZwNdHHs5vzx+hofoiUfV2Ft29ysx+5+4nAssPduPu/jyRKaGrP3drtfv7gPNred/fgL/Vsc0FwDEHmyWVfLT9U26cuZhhh3Xmzm8ey7tvvR50JJGk19R6FnarCovZsGMP1+QcGXQUkbSV7nUoGe0pq+CGJxfz8sqtTPnKEfzktKG00LJCIp+J5ZrFuWZ2bn1LWkji7CmrYMqMhZgZD146hnatdeRL5CCkbT2bk1+IGZwyLDPoKCLpLm3rULL5uLiUCx96h1dXbeX2CUdz8xnD1FEUqSGWaxZ/AHQAKs1sL5EhE+7uneOaTA7g7tz892WsLipm2qRs+nbT5GkiBylt69mc/CKy+h9Cz05tgo4iku7Stg4lk8JPq/j5A2/ycXEpf75kDKdq4i+RWjV4ZtHdO7l7C3dv5e6do49V0AIw7a31/HPJZn44/iit9yPSCE2pZ2Z2upmtNrM1ZnZTLa//wMxWmNl7ZvaKmfVv/m/QOBt37GHllt2aBVUkCWi/KngLP9rBHe/s5dPSSp789gnqKIrUo8HOokVcYmY/jz7ua2bZ8Y8m1b27bjt3/nsl44dncm3OoKDjiIRSY+uZmWUA9wNnAMOBC81seI1mi4Esdx8BPAPc1bzpG29OfiEApw7XDpFI0LRfFaz5H+7gor+8S4dWxt+vGceofocEHUkkqcVyzeKfgBP5fNmLEiI7TZIgRbv3cd0Ti+nXrT2/+9ZIjacXabzG1rNsYI27r3P3MmAmMKF6A3ef5+57og/f4YtrwgZqbn4RQw/rRL/uGroukgQaVYdiGN3QxsxmRV9/18wGRJ8fb2YLzWxZ9M+Tm++rhMv7RcVcPT2P3oe042cntGNAjw5BRxJJerFcszjW3Ueb2WIAd99pZq3jnEuiyiqquObxhewpq+DJb4+ls6a8F2mKxtaz3sDGao8LgLH1tL+KOpb1MbPJwGSAzMxMcnNzY8lNSUlJzG2r213q5K3fw9lHtmrU+5uisZmDpMzxF7a80OyZD7oOVRvdMJ5I/ckzs9nuvqJas6uAne4+yMwmAr8msn7jNuDr7r7ZzI4hsqRZ7+b6MmGxZddeLp86nzatMpg+KZu1780POpJIKMTSWSyPFikHMLOeQFVcU8lnfvncChZt+IT7LxrN4MxOQccRCbvG1rPaTud7rQ3NLgGygK/U9rq7PwQ8BJCVleU5OTkxfDzk5uYSa9vqZs7fgLOMKWeewPDDE3tZVGMzB0mZ4y9seaHZMzemDn02uiH6nv2jG6p3FicAt0XvPwPcZ2bm7ourtckH2ppZG3cvbfI3CYlde8u5YmoexfsqmDXlBPp2a8/aoEOJhEQsw1D/CDwLHGpmdwJvAP8b11QCwDMLC5jxzkdMOekIzhzRK+g4IqmgsfWsAOhb7XEfYHPNRmZ2CvAz4Oxk2RGbk19I327tGNZLB5tEkkRj6lBtoxtqnh38rI27VwC7gO412pwLLE6W+pQIpRWVTH5sAeu2lfDgpWM4+vAuQUcSCZUGzyy6+1/NbCHwNSJH17/h7ivjnizNLd+0i589u4wTj+jOj08bEnQckZTQhHqWBww2s4HAJmAin19vBICZjQIeBE53963Nm7xxiveV8+aa7Vx2Yn+0pJtIcmhkHYpldEO9bczsaCJDU0+t80MSPEw+3qrc+fPSUuYXVjJ5RBvKC5aTWxB5LVkz1yVseUGZEyXemevsLJpZW+A7wCBgGfBg9EiVxNnOT8uYMmMh3Tu05r6LRtEyI5YTwCJSl6bWM3evMLPriVzrkwFMdfd8M7sdWODus4HfAB2Bp6Mdsw3ufnYzf5WDkrv6Y8oqqzQtvEgSaGIdimV0w/42BWbWEugC7Ih+dh8iZzMvc/c6R2Ameph8PLk7tz+3gvmF67n5jKFM+cqRX3g9GTPXJ2x5QZkTJd6Z6zuzOB0oB14nMl38MOB7cUsiAFRWOTfMXMzHxaU8/Z0T6d5RC2iLNIMm1zN3fx54vsZzt1a7f0rTYzavuSuK6N6hNWP6a2p4kSTQlDrU4OgGYDZwOfA2cB7wqru7mXUF/g3c7O5vNvlbhMTDr3/Io2+uZ9KXBjD5pCOCjiMSWvV1Foe7+7EAZvYIoGmjEuB3c1fz+gfb+PW5xzKyb9eg44ikirSrZ6UVlcxbtZWzRvQiQ8vtiCSDRtehGEc3PALMMLM1RM4oToy+/XoiZzN/vn9tR+DUZBkuHw//XLKJO59fyZnH9uLnZw7XMHyRJqivs1i+/060SCUgTnp7cXkhf8pdy4XZfbng+H5BxxFJJWlXz95au52S0gpO0xBUkWTRpDoUw+iGfcD5tbzvDuCOgw0bVm+u2caPnl7K2IHdtDa1SDOor7M40sx2R+8b0C762AB398TOwZ7i1mwt4UdPL2Vk367cdvbRQccRSTVpV8/m5hfSsU1Lxg2qORmiiAQk7epQoq3YvJspMxYysEcHHrosi7atMoKOJBJ6dXYW3V3/whKkpLSCKTMW0KZlCx64eDRtWuqnF2lO6VbPKqucl1YUkTOkp+qJSJJItzqUaAU793DFo/Pp1LYl06/Mpku7VkFHEkkJDS6dIfHl7vz46aV8uO1THr96LId3bRd0JBEJuUUbdrKtpExDUEUkLez8tIzLp85nX3klT39nHL26aF9KpLloTYaAPfjaOl5YXsjNZwxj3JE9go4jIilgbn4hrTNakDOkZ9BRRETial95JVc/toCNO/byl8uyGHJYp6AjiaQUnVkM0JtrtnHXi6s4c0Qvrv6vgUHHEZEU4O7MyS9i3KDudGqrYVgikroqq5wbnlzMog07ue/C0Yw9QtdoizQ3nVkMSMHOPVz/xCIGHdqRu84doWmdRaRZrCosZsOOPRqCKiIpzd35n9nLmbuiiFvPGs6ZI3oFHUkkJamzGIB95ZVc8/giKiqdP18yhg5tdIJXRJrHnPxCzOCUYZlBRxERiZs/5a7l8Xc2MOWkI5j0JY3OEokX9VISzN35+T+Ws2zTLv5yWRZH9OwYdCQRSSFz8ovI6n8IPTu1CTqKiEhcPL1gI7+Zs5pvHHc4Pzl9aNBxRFJaXM8smtnpZrbazNaY2U21vN7GzGZFX3/XzAZEnx9vZgvNbFn0z5OrvSc3us0l0duh8fwOze2J+Rt4emEBN5w8iPHDdeRfRJrPxh17WLllt4agikjKyl29lZv+vowvDerOXeeNpEULXcYjEk9xO7NoZhnA/cB4oADIM7PZ7r6iWrOrgJ3uPsjMJgK/Bi4AtgFfd/fNZnYMMAfoXe19F7v7gnhlj5dFG3Zy2+x8vnJUT2485aig44hIipmTXwjAqcPVWRSR1PNewSdc+9dFDMnsxJ8vGUPrlrqaSiTe4vmvLBtY4+7r3L0MmAlMqNFmAjA9ev8Z4GtmZu6+2N03R5/PB9qaWajHVH1cXMq1jy/isC5tuWficWToSJiINLO5+UUMPawT/bq3DzqKiEiz+mj7p1w5LY9D2rdm2qTjNduzSILE85rF3sDGao8LgLF1tXH3CjPbBXQncmZxv3OBxe5eWu25R82sEvgbcIe7e80PN7PJwGSAzMxMcnNzYwpdUlISc9tYVVY5d+XtY0dJFbec0JYl899q1u3HI3O8hS1z2PKCMqebbSWl5H20gxtOHhx0FBGRZrW9pJTLp86nosqZeWU2h3ZuG3QkkbQRz85ibafOanbq6m1jZkcTGZp6arXXL3b3TWbWiUhn8VLgsQM24v4Q8BBAVlaW5+TkxBQ6NzeXWNvG6o7nVrB654fcfcFIvjmqT7NuG+KTOd7CljlseUGZ083LK4pwR9crikhK2VNWwZXT8tiyax9PfHssgw7VxIAiiRTPYagFQN9qj/sAm+tqY2YtgS7AjujjPsCzwGXuvnb/G9x9U/TPYuAJIsNdk9bspZt5+I0PuWLcgLh0FEUkMWKYsOskM1tkZhVmdl6i883JL6Rvt3YM69Up0R8tIhIXFZVVXPfXRSzbtIt7LxzFmP7dgo4kknbi2VnMAwab2UAzaw1MBGbXaDMbuDx6/zzgVXd3M+sK/Bu42d3f3N/YzFqaWY/o/VbAWcDyOH6HJllVuJufPPMexw84hJ/+v2FBxxGRRqo2YdcZwHDgQjMbXqPZBuAKIgexEqp4XzlvrtnOacMPw0zXQ4tI+Lk7P3t2OfNWf8wvv3EMp2rUhEgg4jYMNXoN4vVEZjLNAKa6e76Z3Q4scPfZwCPADDNbQ+SM4sTo268HBgE/N7OfsPBsDgAAEaRJREFUR587FfgUmBPtKGYALwN/idd3aIpde8uZMmMhHdu25P6LRmvGLpFw+2zCLgAz2z9h12ezO7v7+uhrVYkOl7v6Y8oqq7QzJSIp4w8vf8CsBRv57smDuHhs/6DjiKSteF6ziLs/Dzxf47lbq93fB5xfy/vuAO6oY7NjmjNjPFRVOT+YtYRNO/cyc/IJuhBbJPximbArMHNXFNG9Q2vG9D8k6CgiIk32xLsbuOeVDzh/TB9+MF5LjYkEKa6dxXR176treGXVVm6fcDRZAzS+XiQFxDJhV2wbauaZmsurnJeW7yG7V0tef+0/jYkUN2Gc3VaZ4y9seSGcmcPq5RVF3PKPZeQM6cn/nnOshtaLBEydxWY2b9VW/vDK+5wzujeXnqBhEyIpIpYJu2LS3DM1z1u9lX2VeUw6ZRQ5Qw9tTKS4CePstsocf2HLC+HMHEaLNuzk+icXcUzvLtx/0WhaZegSHpGg6V9hM/po+6fcOHMxww7rzP9+U0fDRFJILBN2BWJufiEd27Rk3KDuQUcREWm0tR+XcNW0PDI7t2XqFcfToY3OZ4gkA3UWm8mesgqmzFiImfHgpWNo2yoj6Egi0kzcvYLIxFtzgJXAU/sn7DKzswHM7HgzKyByHfaDZpYf71yVVc5LK4rIGdKTNi1Vc0QknLYW7+PyqfNpYcb0Sdn06Ngm6EgiEqXDNs3A3bn578tYXVTMtEnZ9O3WPuhIItLMYpiwK4/I8NSEWbRhJ9tKyjhNs6CKSEiVlFYw6dE8tpeUMXPyCQzo0SHoSCJSjc4sNoNpb63nn0s288PxR/GVo3oGHUdE0sTc/EJaZ7QgZ4jqjoiET1lFFdc8vpBVhcX86ZLRjOzbNehIIlKDOotN9O667dz575WMH57JtTmDgo4jImnC3ZmTX8S4Qd3p1LZV0HFERA6Ku/OTv73H6x9s4//OOZavDkmuCbpEJEKdxSYo3LWP655YTL9u7fndt0bSooUmtBGRxFhVWMyGHXs0BFVEQumuOat5dvEmfjj+KL6V1bfhN4hIIHTNYiOVVVRxzV8Xsqesgie/PZbOOrIvIgk0J78QMzhlWGbQUUREDsr0t9bzQO5aLhrbj+tP1qgskWSmzmIj/fK5FSze8An3XzSawZmdgo4jImlmTn4RWf0PoWcnzRooIuHxwrIt3PavfMYPz+SXE47RMmMiSU7DUBvh6QUbmfHOR0w56QjOHNEr6DgikmY27tjDyi27NQRVREJl/oc7uHHWEkb17cofJ44iQ5fviCQ9dRYP0vJNu/jZP5Yz7sju/Pi0IUHHEZE0NCe/EIBTh6uzKCLh8EFRMVdPz6PPIe145PLjaddaa8OKhIE6iwdh56dlTJmxkB4dWnPvhaNomaGfT0QSb25+EUMP60S/7lrTVUSS35Zde7l86nzatMpg+qRsDunQOuhIIhIj9XZiVFnl3DBzMR8Xl/LAJWPo3lHXCYlI4m0rKSXvox0agioiobBrbzlXTM1j974Kpk06nr7ddJBLJEw0wU2Mfjd3Na9/sI1fn3usFo0VkcC8vKIId9RZFJGkV1pRyZQZC1i3rYRHr8jm6MO7BB1JRA6SOosxeHF5IX/KXcuF2X254Ph+QccRkTQ2J7+Qvt3aMayXZmEWkeRVVeX88KmlvLNuB3+44Di+PLhH0JFEpBE0DLUBa7aW8KOnlzKyb1duO/vooOOISBor3lfOm2u2c9rwwzTdvIgktTufX8lz723h5jOG8o1RvYOOIyKNpM5iPUpKK5gyYwFtWrbggYtH06alZu4SkeDkrv6YssoqTtUQVBFJYg+/vo5H3viQK8YNYPJJRwQdR0SaQMNQ6+Du/PjppazfvocZV2VzeNd2QUcSkTQ3d0UR3Tu0Zkz/Q4KOIiJSq9lLN3PHv1dy5rG9uPWs4RoFIRJyOrNYhwdfW8cLywu56fShjDtS4+xFJFjlVc68VVsZPzxTC1mLSFJ6a802fvjUErIHduN33xpJC9UqkdBTZ7EWb3ywjbteXMWZI3px9X8NDDqOiAgrt1dSUlqhWVBFJCmt2LybKTMWMrBHB/5yaRZtW+nSHZFUENfOopmdbmarzWyNmd1Uy+ttzGxW9PV3zWxAtddujj6/2sxOi3WbTbVtbxXffXIRgw7tyF3njtDwCREBmlbPmsPCoko6tmnJuEHdm3OzIhIS8dinai7b9lZxxaPz6di2JdOvzKZL+1bN/REiEpC4dRbNLAO4HzgDGA5caGbDazS7Ctjp7oOAu4FfR987HJgIHA2cDvzJzDJi3Gaj7Suv5L7FpVRUOg9emkWHNrqkU0SaVs+aQ2WVs3hrBTlDemqiLZE0FI99qubK9smeMn6/YB97yyuZNimbXl00x4NIKonnmcVsYI27r3P3MmAmMKFGmwnA9Oj9Z4CvWeRU3gRgpruXuvuHwJro9mLZZqO4Oz//x3LW767i9xccx8AeHZpjsyKSGppSz5ps0Yad7C5DQ1BF0lc89qmabF95JVdPX8DWPc5fLstiyGFa/1Uk1cTz1FlvYGO1xwXA2LrauHuFme0Cukeff6fGe/cv0tPQNgEws8nAZIDMzExyc3PrDevuUFzOGX2dVltXkrt1Zb3tk0lJSUmD3y/ZhC1z2PKCMjezptSzbdUbHWxtAvhgZyXDD3Fafrya3Nz3G/sdEi6J/z7rpMzxF7a8kBSZ47VP9QUHW58qqpz2lWVcNsTZt2EZuRti/j6BS4K/04MStrygzIkS78zx7CzWdkTdY2xT1/O1nQmtuc3Ik+4PAQ8BZGVleU5OTp1B9/vqVyE3N5dY2iYTZY6/sOUFZW5mTalnX3yiEbUpBxicvL9NnZL477NOyhx/YcsLSZE5HvtUBz7ZiPp0yslJ8fsctLBlDlteUOZEiXfmeA5DLQD6VnvcB9hcVxszawl0AXbU895Ytiki0tyaUs9ERJoqHvtUIiINimdnMQ8YbGYDzaw1kYurZ9doMxu4PHr/POBVd/fo8xOjM3sNBAYD82PcpohIc2tKPRMRaap47FOJiDQobsNQo+PlrwfmABnAVHfPN7PbgQXuPht4BJhhZmuIHP2aGH1vvpk9BawAKoDr3L0SoLZtxus7iIhA0+qZiEhTxWufSkSkIXFdG8Ldnweer/HcrdXu7wPOr+O9dwJ3xrJNEZF4a0o9ExFpqnjsU4mINCSew1BFREREREQkpNRZFBERERERkQOosygiIiIiIiIHUGdRREREREREDmDpMLO7mX0MfBRj8x7AtjjGiQdljr+w5YXUz9zf3XvGM0y8qTYlJWWOv7DlhTSrTaD6lITClheUOVHiWp/SorN4MMxsgbtnBZ3jYChz/IUtLyhzqgnjb6PMiRG2zGHLC+HMnEhh/H3CljlseUGZEyXemTUMVURERERERA6gzqKIiIiIiIgcQJ3FAz0UdIBGUOb4C1teUOZUE8bfRpkTI2yZw5YXwpk5kcL4+4Qtc9jygjInSlwz65pFEREREREROYDOLIqIiIiIiMgB1FkUERERERGRA6izWI2ZnW5mq81sjZndFHSehpjZVDPbambLg84SCzPra2bzzGylmeWb2Y1BZ2qImbU1s/lmtjSa+RdBZ4qFmWWY2WIzey7oLLEws/VmtszMlpjZgqDzJBvVpvgLW30Ka20C1adUErbaBOGrT2GrTRDe+qTaVMfn6JrFCDPLAN4HxgMFQB5wobuvCDRYPczsJKAEeMzdjwk6T0PMrBfQy90XmVknYCHwjST/jQ3o4O4lZtYKeAO40d3fCThavczsB0AW0Nndzwo6T0PMbD2Q5e5hWwg37lSbEiNs9SmstQlUn1JFGGsThK8+ha02QXjrk2pT7XRm8XPZwBp3X+fuZcBMYELAmerl7q8BO4LOESt33+Lui6L3i4GVQO9gU9XPI0qiD1tFb0l9hMXM+gBnAg8HnUWahWpTAoStPoWxNoHqU4oJXW2C8NWnsNUmCGd9Um2qmzqLn+sNbKz2uIAk/8cYZmY2ABgFvBtskoZFhyUsAbYCL7l7smf+A/DfQFXQQQ6CA3PNbKGZTQ46TJJRbUqwsNSnENYmUH1KJapNCRaW2gShrE+qTXVQZ/FzVstzSX0UJKzMrCPwN+B77r476DwNcfdKdz8O6ANkm1nSDlsxs7OAre6+MOgsB+lL7j4aOAO4LjpMSCJUmxIoTPUpTLUJVJ9SkGpTAoWpNkG46pNqU/3UWfxcAdC32uM+wOaAsqSs6Nj1vwF/dfe/B53nYLj7J0AucHrAUerzJeDs6Dj2mcDJZvZ4sJEa5u6bo39uBZ4lMrxJIlSbEiSs9SkktQlUn1KNalOChLU2QWjqk2pTPdRZ/FweMNjMBppZa2AiMDvgTCklesHzI8BKd/990HliYWY9zaxr9H474BRgVbCp6ubuN7t7H3cfQOS/4Vfd/ZKAY9XLzDpEL9rHzDoApwKhmKUuQVSbEiBs9SlstQlUn1KQalMChK02Qfjqk2pT/dRZjHL3CuB6YA6Ri4efcvf8YFPVz8yeBN4GhphZgZldFXSmBnwJuJTIEZsl0dv/CzpUA3oB88zsPSL/Y3zJ3UMxpXKIZAJvmNlSYD7wb3d/MeBMSUO1KWHCVp9UmxJD9akOYaxNEMr6FLbaBKpPiZCw2qSlM0REREREROQAOrMoIiIiIiIiB1BnUURERERERA6gzqKIiIiIiIgcQJ1FEREREREROYA6iyIiIiIiInIAdRal2ZjZ/5lZjpl9w8xuqqPNbWa2qdr0z0vMrKuZZZnZHxOdORbRfNcGnUNEGk/1SUSSkWqTJDt1FqU5jQXeBb4CvF5Pu7vd/bhqt0/cfYG735CYmAetK3BQBc/MMuKURUQaR/UpSvVJJKmoNkWpNiUndRalyczsN9GFV48nstDt1cADZnbrQWwjx8yei97vaWYvmdkiM3vQzD4ysx7R1y4xs/nRo2oP7i8sZlZiZnea2VIze8fMMs2si5mtN7MW0TbtzWyjmbUysyPN7EUzW2hmr5vZ0GibTDN7NrqdpWY2DvgVcGT0M39jEb8xs+VmtszMLqj2HeaZ2RPAsmb7gUWk0VSfVJ9EkpFqk2pTaLi7bro1+QZkA/cCrYA362l3G7AJWBK9zYs+nwM8F71/H3Bz9P7pgAM9gGHAv4BW0df+BFwWve/A16P37wJuid7/J/DV6P0LgIej918BBkfvjwVejd6fBXwvej8D6AIMAJZX+w7nAi9FX88ENgC9ot/hU2Bg0H8fuumm2+c31SfVJ910S8abapNqUxhuLRFpHqOIFLChwIoG2t7t7r+t5/UvA98EcPcXzWxn9PmvAWOAPDMDaAdsjb5WBjwXvb8QGB+9P4tIoZsHTAT+ZGYdgXHA09HtALSJ/nkycFn0syuBXWZ2SC35noy+XmRm/yFyZHA3MN/dP2zg+4tIYqk+qT6JJCPVJtWmpKfOojSJmR0HTAP6ANuA9pGnbQlworvvbcxm63l+urvfXMtr5R49dAVU8vl/27OB/zOzbkSK5atAB+ATdz+uEdnqyweRo2MikgRUnw6g+iSSBFSbDqDalMR0zaI0ibsviRaO94HhRArKaR65+LoxxQ7gDeBbAGZ2KrD/6NQrwHlmdmj0tW5m1r+BfCXAfOAeIkM1Kt19N/ChmZ0f3Y6Z2chqn3FN9PkMM+sMFAOdqm32NeCC6Os9gZOinyEiSUT1SfVJJBmpNqk2hYk6i9Jk0X/0O929Chjq7g0Npfi+fXH65wE1Xv8FcKqZLQLOALYAxdHt3gLMjV4U/hKR8e4NmQVcEv1zv4uBq8xsKZAPTIg+fyPwVTNbRmRIxtHuvh14M3pR9m+AZ4H3gKVECvx/u3thDDlEJMFUn1SfRJKRapNqU1jY52efRZKDmbUBKt29wsxOBB5owrAHEZFmo/okIslItUniRdcsSjLqBzxlkWmby4BvB5xHRGQ/1ScRSUaqTRIXOrMoIiIiIiIiB9A1iyIiIiIiInIAdRZFRERERETkAOosioiIiIiIyAHUWRQREREREZEDqLMoIiIiIiIiB/j/QCsqbMCXA1MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f=plt.figure(figsize=(15,4))\n",
    "j=1\n",
    "for m in ['SNOW', 'SNWD', 'PRCP']:\n",
    "    pltVarExplained(j)\n",
    "    j+=1 \n",
    "f.savefig('r_figures/VarExplained2.png') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:23:22.522196Z",
     "start_time": "2018-04-26T22:23:22.152954Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f=plt.figure(figsize=(15,4))\n",
    "j=1\n",
    "for m in ['SNOW_s20', 'SNWD_s20', 'PRCP_s20']:\n",
    "    pltVarExplained(j)\n",
    "    j+=1 \n",
    "f.savefig('r_figures/VarExplained2.png') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### plotting top 3 eigenvectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:21:28.833449Z",
     "start_time": "2018-04-26T22:21:28.829925Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "def plot_eigen(m,fig,axis):\n",
    "    EV=STAT[m]['eigvec']\n",
    "    YP.plot(EV[:,:3],fig,axis,title='Top Eigenvectors '+m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-26T22:21:30.295421Z",
     "start_time": "2018-04-26T22:21:30.012677Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAFcCAYAAAD4T/JoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd8VfX9x/HXJ4swEjZhBAhLWbL3Mogs66jr566bulpbu7Suamudrbu2zkpVbN3YMhwQQZbsjcgm7A0BAhnf3x/notcQJJCbe+54Px+PPJLcs973m8DJ55zv+X7NOYeIiIiIiIhItEnwO4CIiIiIiIjIyVBBKyIiIiIiIlFJBa2IiIiIiIhEJRW0IiIiIiIiEpVU0IqIiIiIiEhUUkErIiIiIiIiUUkFrcgxmNmZZjbf7xwiIiLxTudkETkWFbQSccwsL+ij2MwOBn1/RYiPNd3M8ksc8x0A59xnzrmOoTxeuJjZMDNbEYbjnFKi7ZyZ7Q/6vruZvR14fUiJbf8eeP3SwPc3mdlnQcs3m9kGM0sNeu02MxtXjrx3m9kSM9tnZqvM7PYSy1uY2WQzO2Bmi81swMkeS0QkFuicXH7ReE4ukd2Z2c9LvN7LzHabWdOg1/qY2U4za3SS+W80s7lmttfM1pvZQ2aWELS8rpl9HHhPq83sopM5jsQeFbQScZxz1Y58AOuAc4Jee7MCDnlD8DGdcxdXwDGiipkllWU959zyoJ9VncDLpwa15czAa8uBq4P2Xwn4MbDmOIdIBW45ofA/rBi4DKgBnAP8zsx+HLT8XWAyUAv4E/ChmdUI4fFFRKKKzsn+8/mcfDWwM3j9wLGmA68C/wjaxyvAnc65DWV9byVUAm4FagN98M7TwYX0i8AuoB5wPfCqmbU6yWNJDFFBK1HHzCqb2fNmtsnMcs3scTNLDiwbZmYrzOyBwFXCVWZ2UifDkldUzayHmc0P3N17y8zeN7N7gpafb2YLAlcsJ5tZ26Blm83sl2a2yMz2mNmbZpYSWLbKzM4MWrdSYJ22ge/7m9mMwH7nmFnfoHXrmNnIwP53mdm/zaw28AHQPOiqbO0yttu9ZrYFeMHM6pvZuMBxd5jZhJNpx4D3gTPNLC3w/TnANGDHcbZ7DLjTzKqV9UBmlmhmz5nZtkA7zjezUwGccw875+Y754qcc4uB/wJ9A9t1AE4B/uicy3fOjQJW4p3kRUSkFDonx+452cyqA+cBNwEdzax9if3cA7Qys6uBPwCbgJeOd/DA+9pk3p3YpWbWH8A595xzbqpzrsA5tx54m+/O0TUDOe91zu13zk0AxgMh7SUg0UkFrUSjB4AOwGlAVyAb+G3Q8iwgBagPjABeN7Nm5Tmged1ePwReAGoCo/H+Yz2yvBfwN+BavCuL/8K7uxd8VfUiYBDQEugJXB54/W28u4ZHnA2sds4tMbOswHHvxrtreE9gvzUD6/4bMKA1kAE875zbAZwPrAq6KruDsrVbMtAY74ro74Cv8a7yNsA7WZ2s/XgnniPdg34CjCzDdlOAWcAvTuBYZ+O9vxZ4P6vL8a7ofo953Zj6AosDL7UDljvnDgatNj/wuoiIlE7n5Ng9J/8fsA2v99LEwHrfcs4dAG4EnsLrTXWjc8790IHNrCPez6UTUB34EZB7jNUH8N05ujWwzzm3Nmi5ztECqKCV6HQFcL9zbrtzbgte19CrgpYXAg845w475z4DPuO7/7RL84/AFc8jH3eXss4AIN8593fnXKFz7m28/0iP+CnwnHNuduDu34t4XWe6Bq3zpHNui3NuGzAG7z9zgDeBC45cHcY7qb4V+Ppq4P3As0PFzrkxwBJgSOAPgv7ALc653YH3O+kH3ufx2u0Q3t3Jw4GirgBoCDQpw77LYiTwEzOrA3QH/lfG7e4BfhX0B8PxFADpeCc/55xb7JzbWsp6DwMH8NofoBqwp8Q6e4A0RETkWHROjt1z8tXAqECR+hZwpZklllhnPl4RP8s5t7IMxy0EKgNtgUTn3Crn3OqSK5nZzXjn8acCL+kcLcekglaiipkZ3lXe4Ct0a4HgAQi2OefySyxv+AO7/alzrkbQx0OlrNOQo68grg/6uinw++CTMFC3RK7NQV8fwPvPmUDX1/XAcDNLB4YDo4L2e2WJ/XYL5GkMbHXO7fuB9waUud02O+cKgr5/CNgITAx0fbrjeMc5jglAc+BOvD8IDpdlI+fcnMC2vy7jccbiPcfzD2CLmf3NSnRZNrNfARfgPQt25D3n4RXCwdKB47aviEg80jk5ds/JZtYCrxfTkYu+7+HdDR9cYj9PA+OANvb9MSlKFWjfO/Hez9ZAd++MEsf+P+B+YJhzbnfgZZ2j5ZhU0EpUCVwl3Ix3UjmiCRA8AEEdCxoZN7B8YzkPvQnILPFa46Cv1wP3lTgJV3HOvV/G/Y/C6+J0ITAz8OzIkf2+XGK/VZ1zTwaW1StZrAV8r8tPGdut5DZ7nHO3O+eaBnLdE/ys0IlyzhUH3ucdlK27cbD7gNvwBoI43nGcc+6vzrnOeN25OgLfjmZsZrcAPwMGOeeC/6BZDJxS4nenI991dxIRkSA6J8f0OfnIIFCfmtlmvIGkkgjqdmxmP8Lrtn0z3mBOzweeuz3esV93zvXBK6hT8e5OH9nnucBzwHDn3LKgzZYB6WbWJOg1naMFUEEr0WkUcH9gUIV6eM+yvBG0PBm418xSzOwMvKuJ75XzmJOAymY2wsySAlcPg6cPeBH4mZl1M081MzvXzKqcwHs6G7iB77o2AbwOXGxmg8wb7Khy4Ov6gS46k4DnzKx64P0emWZmC0efWI/Xbt8TyN8scCV5D1AU+CiPJ4AznXMzTmSjwBXd0XgnzB9k3lQC3QLPSu0HDhPIbWbX4XVhHuycW1fiGAuAb/B+dyoFfsYtgY9OJKuISJzROTnGzsmBY1wF/B6vK/aRj8uBH5tZeuDu9d+B25xzu5xzH+ANLPXYDx3QzNqa2enmjYp8MPBx5Bw9FHgNOM85Nzd4O+fcLryBHB80sypmlg0M47s7yBLHVNBKNLoP75mVxcA8vIGDgv8DXYP3jMZmvCHlr3XOrfqB/b1s35+3bWrJFQLPr1yAd2dvF97It+PxnnHBOTcFb9CGfwC78a5kXk6JK6zH4pxbg/ccSnfgnaDXV+FdiX0A2I7XJel2vvu3exneHwvfBN7vzYHX5+MVgGsD3aJqcfx2K6kNkIPXnWcS8ITzhuk/aYFnhU52ZMY/cHR3o9LUAP6J93NYhddmzwSWPYQ3oMbcoJ/3U0HbXoz3bNbuwPHOD5xERUSkdDonx945+XS8HlEvOOc2H/nAGxxqA95gUY/j3b0OvjhxG3CRmZ3+A4etDPwFr/024XX1vi+w7A94A0V9GvTz/yBo2xvxzuHb8c7z1zvnvjmR9yyxydwPD0YmElXMbBjeQBAtw3Cs+cAjzpveRURERILonCwi4aA7tCJlZGYDzayemSWb2Qi8aWE+9TuXiIhIvNE5WUSOSDr+KiIS0A5vjrkqwArgAufcdn8jxSfzJr3/sJRF+c65OuHOIyIiYadzcoQys1OAOcdY3NyVPpWeyEkLSZfjQJeSp4FEvNHfHimxfADePFIdgEudc+8GLSsCFga+XeecO7fcgURERERERCTmlbugNW+C5eV4o9blAjOBy5xzS4LWycIbzOXXwOgSBW2ec660Ic5FREREREREjikUXY57ACuOjFhnZm8D5+GN3AZ8O1ocZlYcguOJiIiIiIiIhKSgbYQ3mfQRuUDPE9g+1cxm4Q3p/ohzrrTn4r6nTp06Lisr64RClmb//v1UrVq13PuR41Nbh5/aPPzU5uEXqjafPXv2dudc3RBEils6N0cftXX4qc3DT20efuE+N4eioLVSXjuRfsxNnHMbzaw5MMHMFjrnVh51EG8EuxEAGRkZPPHEEyeXNkheXh7Vqqm3cziorcNPbR5+avPwC1WbDxw4cG0I4sS1rKwsZs2aVe795OTkkJ2dXf5Aclxq6/BTm4ef2jz8QtXmZlamc3MoCtpcoHHQ95nAxrJu7JzbGPi8ysxygM7AUQWtc+5F4EWAbt26uVA0kn7Bw0dtHX5q8/BTm4ef2lxERCS+hWIe2plAKzNrZmYpwKXA6LJsaGY1zaxS4Os6QF+Cnr0VEREREREROZZyF7TOuULgNmA8sBT4j3NusZk9aGbnAphZdzPLBS4G/mFmiwObtwFmmdl8YCLeM7QqaEVEREREROS4QtHlGOfcGGBMidfuC/p6Jl5X5JLbTQVOC0WGgoICcnNzyc/PL/M21atXZ+nSpaE4fJmkpqaSmZlJcnJy2I4pIiKxrZxzwV8N3BP49k/OudcDr3cF/glUxju/3+5CMXG9iIhIiIWkoI0Eubm5pKWlkZWVhVlp41Qdbd++faSlpVVwMo9zjh07dpCbm0uzZs3CckwREYltgbngnydoLngzG12it9M64Bq8ueCDt60F3A90wxvMcXZg213AC3gDMU7HK2iHAWMr9t2IiIicuFA8QxsR8vPzqV27dpmL2XAzM2rXrn1Cd5BFRESO49u54J1zh4Ejc8F/yzm3xjm3ACg5F/xQ4FPn3M5AEfspMMzMGgDpzrlpgbuyI4EfV/g7EREROQkxc4cWiNhi9ohIzyciIlGnPHPBl7Zto8BHbimvH6XklHo5OTllPPSx5eXlhWQ/cnxq6/BTm4ef2jz8wt3mMVXQ+m3cuHHcfvvtFBUVccMNN3DnnXf6HUlERGJbeeaCP9a2Zd6nptSLbmrr8FObh5/aPPzC3eYx0+XYb0VFRdx6662MHTuWJUuWMGrUKJYs0YDNIiJSocozF/yxts3l+wM5ntD88iIiIuGkgjZEvvrqK1q2bEnz5s1JSUnh0ksv5aOPPvI7loiIxLaTngseb7q9IYE54WsCQ4DxzrlNwD4z62XeszI/AXRCExGRiBSTXY4f+HgxSzbuPe56RUVFJCYmlmmfbRumc/857Y65fMOGDTRu/N2F7szMTGbMmFGmfYuISOkOFh5kwbYFzN82n9x9uSQlJNGyRkuyG2fTsFpDv+P5zjlXaGZH5oJPBF49Mhc8MMs5N9rMugMfADWBc8zsAedcO+fcTjP7I15RDPCgc25n4Oub+W7anrFohGMRkdjkHBwZ52fXGlj0HuxYBQkJ0P4iaH66r/HKIiYLWj+UNj2fBoESETk5m/I28ebSN3l/xfvsO7wPgLqV61JQXMA7y9/h0ZmPMrTpUIa5YT4n9d/JzgUfWPYq8Gopr88C2oc2qYiIRAznYN6b8PmD0KCj9/2KzwAHaQ2g4ADMfRN+/DfoeKnfaX9QTBa0P3QnNVgo56HNzMxk/frvBovMzc2lYUPdPRARORHOOUYuGcmzc5+lsLiQwU0Hc06Lc+hYtyPVK1UHYP3e9d8Wugn5enJGRETkhBQehjG/gjkjoUEnWPMlVEqH7Duh0xVQozEc2gejLoMPfuptE8FFbUwWtH7o3r0733zzDatXr6ZRo0a8/fbbvPXWW37HEhGJCoeLDvPX2X9lxqYZrNi9guzG2fy+x+9pUK3BUes2Tm/M7V1uB9BUDCIiIidi/w74z1Wwdgr0/zUMvBuKC8ASITGoNKyUBle8Cy9mw5x/qaCNB0lJSTz33HMMHTqUoqIirrvuOtq1K9udYhGReLYrfxe/mPgL5mydQ8/6Pbmox0Vc3vpyPbYhIiISSrvWwshzYe8muOBl6HCx93pCpdLXT06FJj1h8Yfff9Y2wqigDaGzzjqLs846y+8YIiJR40DBAa4bfx3r9q7j8dMfZ1iWnokVEREJuR0r4fVz4XAeXDsGMruVbbuM9jD7n7B3A1QvdTgG36mgFRER3/x5xp9ZuXslfx/8d/o07ON3HBERkdizez3880dQdBiu+S/UP63s22YExgfcsjhiC1qNpiEiIr6YuXkmH638iBtOu0HFrIiISEXI3wtvXQKH98PVH59YMQuQ0db7vG66N5hUBFJBKyIiYVdYXMjDXz1Mw6oNGdFhhN9xREREYk9RIbxzDWz/Gv5vJGScxPg+qdWhZhZ8+Vd4vCX89w7vWdwIoi7HIiISdv/5+j98s+sb/pr9V1KTUv2OIyIiEnty/gwrP4dznoEWA09+Pxe/DhvnwvoZMPdf3jO1na+EM+6FanVDFvdk6Q6tiIiE1c78nTw37zl6NujJmU3O9DuOiIhI7Fk+Hib/Bbr8BLpeXb59NewE3a6F8/8Ot8+HHjfCvDfh2S4w40UoLg5N5pOkglZERMLq2bnPcrDgIHf1uEtT84iIiITa3o3wwU+952WHPxbafac3hOGPwi3TIbM7jP0NvHmhNxWQT1TQhtB1111HvXr1aN++vd9RREQi0opdK3j/m/e5tPWltKjRwu84IiIiscU5GP0zKMiHi/4JyZUr5jh1WsGV78HZT8LaafDSQNi6tGKOdRwqaEPommuuYdy4cX7HEBGJWM/MfYYqSVX4aYef+h1FJKwKigvYd3gfh4oO4ZzzO46IxKo5I2HFZzD4AajTsmKPZQbdroMbP/cK6deGQ+6sij1mKTQoVAgNGDCANWvW+B1DRCQizds6j4nrJ3Jbp9uokVrD7zgiFeZAwQGSE5JJTkym2BUzcf1E/jT9T2w/uB2ABEugalJVWtVsxeCmgxnYZCCNqjXyObWIRL3d62D83ZDVH7rfGL7jZrSD68fDyB/DBz/F2oW4m/NxxGZBO/ZO2LzwuKtVLiqExDI2Qf3TYPgj5QwmIhK/np7zNLVTa3NV26v8jiJSITbv38yzc59l7OqxOByVkypTWFzIwcKDtKzRkmvaXcPhosMcLDxIXkEes7bM4tGZj/LozEfpWLcjt3e5ne71u/v9NkQkGhUXw0e3Ag7Oex4SwtwRt2YWXDce8nfjFof3edrYLGhFRCSiLNy2kFlbZvHb7r+lSnIVv+OIhNyMTTP45cRfcrj4MBe2upBqKdU4UHAAM+O0OqcxuOlgUhJTjtpuzZ41fJH7BSOXjOS68ddxZpMzub/3/Uf1YjjSTVkDqYlIqRb8G1ZP8p5prdnUnwxpGd4HKmjLr4x3Ug/u20daWloFhxERkTeWvkHV5Kqc3/J8v6OIhNzHKz/mvqn3kZWexTNnPEPjtMZl3jarehZZ1bO45NRLeGPpGzw/73kWfryQx09/nM71On+73mMzH+OrzV/x0pCXqJVaqyLehohEq/y98Nn90KgbdLnG7zRhp0GhRESkQm09sJVP1nzC+S3Pp1pKNb/jiISMc46XF77M77/8PV3qdeH14a+fUDEbLDUplRtOu4E3z3qT1KRUrh9/Pc/MeYa5W+dSWFzIG0vfYPmu5dzy2S3kF+aH+J2ISFSb9BjkbYGzHgt/V+MIEH/vuAJddtll9O7dm6+//prMzExeeeUVvyOJiPju7WVvU+SKuLzN5X5HEQkZ5xwPzXiIp+c8zY+a/4gXznyB9JT0cu+3be22vHnWm3Ss25GXFr7EdeOu48nZTwJwdvOzWbxjMQ9Me0AjJYuIZ9tymP4CdL4SGnX1O40vYrPLsU9GjRrldwQRkYhyqOgQ7y5/l+zG2Sd950okEs3aMot/f/1vrmxzJb/p/hsSLHT3CKpXqs6rQ19lz6E93Pr5rYxcMhKA3/f8PU3Tm/L8vOdpW7utBlgTiXfOwbjfQXIVGPQHv9P4RndoRUSkwoxZNYZdh3ZxZZsr/Y4iElKvLXqNWqm1uL3L7SEtZo8wM2qk1uClIS9xfsvzubz15aSlpDGiwwgGNh7Ik7OfZO3etSE/rohEkW8+hZUTIPsuqFbX7zS+UUErIiIVwjnHG0vf4JSap2gqEokpLy98mckbJnNFmytITUqt0GNVSa7Cg30f5K6edwHeHLb39rqXlMQUHp7xsLoei8Sr4iL47A9Qsxl0v8HvNL5SQSsiIhViwfYFLN+1nMtaX6apRiRmfLjiw2+fm72u/XW+ZKhbpS4/7/xzpmycwlvL3vIlg4j4bMF/YOtiGHQvJB09JVg8UUErIiIV4v1v3qdyUmWGNxvudxSRkNhzaA9/mv4netTvwZ/6/omkBP+GIrms9WX0b9Sfp2Y/xeb9m33LISI+KMiHiQ9Bg07QVtPhqaAVEZGQ21+wn7GrxzIsaxhVk6v6HUckJBZtX8ShokPc2OFGX4tZ8J6xvbvX3Tgcf539V1+ziEiYzXwZ9qyHwQ/E5TQ9JakFREQk5MavGc/BwoNc0OoCv6OIhMyi7YsAb2qdSNCoWiOuansV41aPY9WeVX7HEZFwyN8Dk5+AFmdA82y/00QEFbQhsn79egYOHEibNm1o164dTz/9tN+RRER88/4379Oiegs61u3odxSRkFm8YzFZ6VkhmW82VK5scyUpiSn8c9E//Y4iIuEw40U4uAsG3e93koihgjZEkpKS+Mtf/sLSpUuZPn06zz//PEuWLPE7lohI2K3YtYL52+ZzfqvzNRiUxJTF2xfTrk47v2N8T+3Ktflxyx/z8aqP2bJ/i99xRKQiHcqD6X+DVkOhYSe/00QMFbQh0qBBA7p06QJAWloabdq0YcOGDT6nEhEJv/dXvE9SQhLntDjH7ygiIXGo6BCPz3ycrQe3RmSvg6vbXU2xK+aNpW/4HUVEKtLs1+DgThjwa7+TRBR/RzSoII9+9SjLdi477npFRUUkJiaWaZ+ta7Xmdz1+V6Z116xZw9y5c+nZs2eZ1hcRiRUFRQX8d+V/OaPxGdRKreV3HJFy235wOzd+ciMrdq/gklMvicjnwhunNWZo06G8s/wdbuxwY0R1iRaRECnIh6nPQrPToXEPv9NEFN2hDbG8vDwuvPBCnnrqKdLTdUIRkfgybdM0dh3axbktzvU7iki57T28l9s+v40NeRt4ftDz3NPrHiolVvI7VqmubX8t+wv285+v/+N3FBGpCHP/BXlbdHe2FDF5h7asd1L37dtHWlpayI5bUFDAhRdeyBVXXMEFF0TeFVwRkYo2dvVY0lPS6dOwj99RRMpl8/7N3PzZzazZu4ansp9iQOYAvyP9oDa129CnYR/eWPIGV7e9muTEZL8jiUioFB6GKU9D456Q1d/vNBFHd2hDxDnH9ddfT5s2bbjjjjv8jiMiEnb5hflMWDeBwU0H64/pMDKzYWb2tZmtMLM7S1leycz+HVg+w8yyAq9fYWbzgj6KzaxTYFlOYJ9HltUL77vy16Lti7hyzJVs2r+JF858gdMbn+53pDK5os0V7MjfwYT1E/yOIiKhUlQIH4zw5p0d8FvQYItHUUEbIlOmTOFf//oXEyZMoFOnTnTq1IkxY8b4HUtEJGwmb5jMgcIDDGs2zO8occPMEoHngeFAW+AyMys5Ser1wC7nXEvgSeBRAOfcm865Ts65TsBVwBrn3Lyg7a44stw5t7XC30wEcM7x5tI3uWrsVSRYAv8c9k96Nejld6wy69uwLw2rNuSdr9/xO4qIhMqCt2HxB3DmA9DqTL/TRKSY7HLsh379+uGc8zuGiIhvxq4eS+3U2nTP6O53lHjSA1jhnFsFYGZvA+cBwfPGnQf8IfD1u8BzZmbu+yety4BRFR83chW7Yh756hFGLRtFdmY2f+r3J6pXqu53rBOSmJDIhadcyLNzn2XNnjVkVc/yO5KIlIdzMP3vUK8t9L3d7zQRS3doRUSk3PIO5zEpdxJDs4aSmFC20eMlJBoB64O+zw28Vuo6zrlCYA9Qu8Q6l3B0QftaoLvxvRbjEwoXFBVw5+Q7GbVsFFe3vZqnz3g66orZI85veT5JlsS7y9/1O4qIlNe6abBlIfS8SV2Nf4Du0IqISLlNXD+RQ0WHGN5suN9R4k1pf+GU7C70g+uYWU/ggHNuUdDyK5xzG8wsDXgPr0vyyKMObjYCGAGQkZFBTk7OiaUvRV5eXkj2U1YHiw/y2rbXWJq/lPNqnEe3/d2Y9MWksB2/IrSv3J53lr1Dx7yOJNuxn2cPd1uL2twP0dzmrZc+TZ3EykzdnUFxFL2HcLe5CloRESm3savH0qBqAzrU7eB3lHiTCzQO+j4T2HiMdXLNLAmoDuwMWn4pJe7OOuc2BD7vM7O38Lo2H1XQOudeBF4E6Natm8vOzi7PewEgJyeHUOynLDbmbWTEpyPIPZTLH3r/gQtPuTAsx61olTZWYsSnIzjU9BCDmw8+5nrhbGvxqM3DL2rbPH8vTJkOnS5hwKDoGpsi3G0eU12OI/0Z1kjPJyJyMvYc2sO0jdMYmjWUBIup00o0mAm0MrNmZpaCV5yOLrHOaODqwNcXAROOPD9rZgnAxcDbR1Y2syQzqxP4Ohk4G1hEjMk7nMetn9/KzoM7eWXoKzFTzAL0bNCTJmlNNDiUSDRb9B4UHIDOV/mdJOLFzF8eqamp7NixI2KLRuccO3bsIDU11e8oIiIhNWHdBApdIcOyousKciwIPBN7GzAeWAr8xzm32MweNLNzA6u9AtQ2sxXAHUDw1D4DgNwjg0oFVALGm9kCYB6wAXipgt9KWBUWF/KbSb9h9Z7V/CX7L3TN6Op3pJBKsAQuPuVi5mydw4pdK/yOIyInY+4bULcNNIqt/58qQsx0Oc7MzCQ3N5dt27aVeZv8/PywFpipqalkZmaG7XgiIuHwydpPaFStEW1rl5wtRsLBOTcGGFPitfuCvs7Huwtb2rY5QK8Sr+0HYvovqMdnPs6XG77kvt730bthb7/jVIjzWp7HM3Of4Z3l73BXz7v8jiMiJ2LrUtgwC4b+WYNBlUHMFLTJyck0a9bshLbJycmhc+fOFZRIRCT27Tm0h+mbpnNlmyuJ8YFwJUaMXDySt5a9xU/a/oSLTym1zo8JNVNrMrjpYD5e+TG/7PpLUpPUQ0wkasx9AxKSocMlfieJCjFT0EaE7StgzSTYsgR2r4P0BtC0LzQ7HdIy/E4nIhJyOetzKCwuZEjTIX5HETmu/636H4/PepzBTQdzR9c7/I5T4S5odQFjVo9hwroJnNX8LL/jiEhZFB6G+aPg1OFQtY7faaKCCtry2r8DZr4Ey8fDxjnea5XSoUYTWD8dZv/Tey3jNOj7czjtYnUdEJGY8enaT2lQtQHt67T3O4rID5q/bT73TLmHbhndeLj/w3ExX3L3+t1pULUBo1eOVkH41l2zAAAgAElEQVQrEi2+GQ8HdmgwqBOggrY8tiyGUZfCnlyofxoMfRhOHQY1m3lFa3ERbF4AKyfCovfh/RthyUfw479BanRO2C4icsS+w/uYunEql7W+TN2NJaIVFhfyp+l/onZqbZ4+42kqJVbyO1JYJFgC57Q4h5cXvsyW/VvIqKreYiIRb/7bUC0DWpzhd5KoETOjHIfdsv/BK0O8bgE3fAY/nQS9b4Fazb+7A5uQCA07Q/87vOVDHoKvx8KL2bB1ma/xRUTKK2d9DgXFBQxueux5LkUiwfPznmfZzmX8tvtvSU9J9ztOWJ3b4lyKXTH/XfVfv6OIyPEc2On1+mx/ESTqvmNZqaA9Uc7BpCfg7SugzikwIqdsw2knJECf2+Ca/8Hh/fDKYFg5oaLTiohUmE/WfkJGlQw61O3gdxSRY/rgmw94eeHLXNjqwri8+NI0vSmd63Xmo5UfRezUhiISsPgDKC6AjhoM6kSEpKA1s2Fm9rWZrTCzO0tZPsDM5phZoZldVGLZ1Wb2TeDj6pLbRpSCg/DeDTDhj9D+Qrh2jDfw04lo2htu+ByqN4Y3LoKlH1dMVhGRCpR3OI+pG6YyuOlgEkzXRiUyLdy2kAenPUjvBr25u9fdcds1/twW57J6z2oWbV/kdxQR+SEL/g11W0N9XSg+EeX+K8TMEoHngeFAW+AyMys5GeE64BrgrRLb1gLuB3oCPYD7zaxmeTNVCOfgw1tg0bsw6D648GVIrnxy+6rRGK4fD426wHs3wobZoc0qIlLBvsj9gsPFhxmSpdGNJXI9M/cZ0iul80T2EyQnJPsdxzdDs4ZSKbESH638yO8oInIsO1fD+hneVD1xevHtZIXisnoPYIVzbpVz7jDwNnBe8ArOuTXOuQVAcYlthwKfOud2Oud2AZ8Cw0KQKfSmPQ+L34dB90P/X5X/F61SGlz6FlSrC6Mug93rQ5NTRCQMPl37KfUq16Nj3Y5+RxE5inOOd5e/y/RN07m23bVx99xsSWkpaZzR5AzGrh7L4aLDfscRkdIs+I/3ucP/+ZsjCoWioG0EBFdjuYHXKnrb8FmVA5/eB63Phn6/DN1+q9WDy9/xujK/dQnk7w3dvkVEKsiBggN8ueFLzmx6probS0R6bfFrPDDtAbrU68L/nao/DgHOaX4Oew/vZerGqX5HEZGSnIMFb0NWf6ie6XeaqBOK4bNKu1VZ1lEHyrytmY0ARgBkZGSQk5NTxkMcW15e3nH3U23fKjrNu4tDlRsxp84VFH3xRbmPW1LNU39FhwUPsPPF81jU/h5cDM6NV5a2ltBSm4dfvLT5vAPzOFR0iDq76vj+fuOlzaXslu1cxrNzn2Vw08E8cfoTuugS0KthL6pXqs7Y1WPJbpztdxwRCbZhNuxcBf3u8DtJVApFQZsLNA76PhPYeALbZpfYNqe0FZ1zLwIvAnTr1s1lZ2eXttoJycnJ4Qf3cygP/nEHVKlF0o3j6Z/esNzHLF02NKlO7f/+gtOLv4Qz7q+g4/jnuG0tIac2D794afNPv/yU9D3pXDvkWpIS/J1WIF7aXMrmcNFh7pp8FzUq1eC+XvepmA2SnJDMmU3OZOzqsRwsPEjlpJMcB0REQm/VRO9z6x/5myNKheJ/+plAKzNrZmYpwKXA6DJuOx4YYmY1A4NBDQm8FhnG3eldLbngRaiwYjag27XQ+Ur48klYM6VijyUicpIKiwuZlDuJAZkDfC9mRUp6es7TrNi9ggf6PECN1Bp+x4k4w5sN50DhASbnTvY7iogEy50NtVtBlVp+J4lK5S5onXOFwG14hehS4D/OucVm9qCZnQtgZt3NLBe4GPiHmS0ObLsT+CNeUTwTeDDwmv+WfARz/+U9M9usf3iOOexRqNUM3h8BB3eF55giIidg/rb57D60m4GNB/odReR7vtzwJSOXjOTSUy9lQOYAv+NEpG4Z3aidWptxa8b5HUVEjnDO63Kc2c3vJFErJJfXnXNjgDElXrsv6OuZeN2JS9v2VeDVUOQImT25MPrn0LALDPx9+I5bqRpc8DK8Mtg7vhl0vzF8BbWIyHFMXDeR5IRk+jbq63cUkW9tP7idu7+8m5Y1WvKrbr/yO07ESkxIZEjWEN7/5n0OFBzwO46IAOxZD/u3QqOufieJWnq4pKTiIvjgJigq8OaaTQzzvHWZXaHfL2DpaO8u8Xs3wIHIuGktIvHNOcfE9RPpUb8HVZOr+h1HBPBG3f7Z5z9jf8F+HhvwGKlJqX5HimiDmw7mUNEhpm2c5ncUEQFYN8P7rIL2pKmgLWnG32HNZDjrMajdwp8Mp/8Oet0CZz8FB7bDxIf8ySEiEmT13tWs27dO3Y0lYjjn+MPUP7B051IeH/A4rWq28jtSxOtUrxPpKelMXD/R7ygiAt4jjumZ0EDzup8sFbTB9m+HnEeg5WDodIV/OZIqwbCHvYGiuvwEZr8Ou9b4l0dEBK+7McDpjU/3OYmIZ/TK0YxdM5ZbOt3CwCa60FIWyQnJ9M/sz6TcSRS7Yr/jiMS3bcth9Rfe3/wxOG1nuKigDZbzCBzeD0Mf8p5fjQQDfuN1e/7wFq8btIiIT3LW59CmVhvqV63vdxQR1u5dy0MzHqJbRjeub3+933GiSnbjbHYd2sXqQ6v9jiIS32a9CgnJ3g0sOWkqaI/Y9rX3S9XtWqh7qt9pvpPe0Ot6vHYKTHnK7zQiEqe2H9zO/G3zdRdMIkJBUQG/m/Q7khOSebj/wyTqzsYJ6duwL0kJSSw8uNDvKCLx6/B+mPcWtD0XqtXzO01UU0F7xCf3QkpVyL7L7yRH63gJtD4bpjyjAaJExBeTcyfjcHp+ViLCs/OeZfGOxTzQ5wH1GDgJaSlpdM/ozsIDKmhFfLPoPTi0B7rf4HeSqKeCFmDlRPhmPPT/FVSt43ea0p1xDxzaB18+6XcSEYlDE9dPpEHVBpxaM4J6sEhc+mrTV7y26DUuOuUizmx6pt9xolZ242y2Fm5l9R51OxYJO+dg5stQry006e13mqingra4GD67H6o3gZ43+Z3m2Oq1gQ6XwFcvwt5NfqcRkThysPAg0zZOI7txNhYp4wtIXCosLuTPM/5M47TG/Lb7b/2OE9WO9Lb4Yv0XPicRiUMb5sCm+dDtusgZtyeKqaBd+pH3CzXwLkiO8LnrBt7lzZM76TG/k4hIHJmxaQb5RflkN872O4rEuXeWv8PKPSu5o+sdVE6q7HecqNagWgMykzM1fY+IH2a+DCnVvJtVUm5xXdBacRFMeAjqto6OX6iaWdD1apgzEnau8juNiMSJnPU5VEuuRveM7n5HkTi2as8q/jrrr/Rp2IdBTQb5HScmtK/Snnnb5rErf5ffUUTix4Gd3vOzHS6B1HS/08SEuC5oM7ZMgB3feM+nRssIiQN+4w3vPfFhv5OISBwodsXkrM+hX6N+JCcm+x1H4lTe4Tx+OfGXpCal8se+f1TX9xBpV7kdxa6YqRun+h1FJH7MfQOKDkF3TTcWKvFb0Bbkk7XmbWjU1RtBOFqk1YeeP4WF78CWxX6nEZEYt3D7Qnbk71B3Y/HVA9MeYO3etfzl9L9Qr4qmtwiVJilNqJVai8kbJvsdRSQ+FBd704Q26Q0Z7fxOEzPit6Cd9Sqph7bDoPui72HsvrdDpTT44lG/k4hIjMtZn0OiJdKvUT+/o0icGrNqDOPWjOPmjjfTo0EPv+PElARLoG/DvkzdMJWi4iK/44jEvlUTYNdqTdUTYvFb0LoittfuCc2z/U5y4qrU8ropLBkNO1b6nUZEYtjEdRPpltGN6pWq+x1F4tCSHUu4f+r9dKrbietPU/e8itCvUT92HdrF4h3q9SVS4Wa+AlXrQptz/E4SU+K3oO3zMxa1v8vvFCev582QmAJTnvY7iYjEqHV717Fyz0p1NxZfHCg4wK+/+DXVK1XnyYFPkpSQ5HekmNSnYR8SLEHdjkUq2u71sHwcdL4Kkir5nSamxG9BC9HX1ThYWgZ0vgLmj4J9m/1OIyIxKGd9DoAKWvHFw189zIa8DTw64FHqVK7jd5yYVSO1Bh3qdGByrgpakQo1ZyQ4B12v8TtJzInvgjba9fkZFBfCVy/5nUREYtDE9RNpVbMVmWmZfkeRODN+zXg+XPEh17e/nq4ZXf2OE/P6NerH4h2L2X5wu99RRGJTcRHMewtanAE1m/qdJuaooI1mtZpDswGw+APvio+ISIjszt/N3K1zyc7M9juKHIeZDTOzr81shZndWcrySmb278DyGWaWFXg9y8wOmtm8wMffg7bpamYLA9s8Y2GcJ2dX4S4emPYAp9U5jZs73Ryuw8a1/pn9ATR9j0hFWf0F7M31eldKyKmgjXZtzoWdK2HrUr+TiEgMmbxhMkWuiIGNB/odRX6AmSUCzwPDgbbAZWbWtsRq1wO7nHMtgSeB4CHyVzrnOgU+bgp6/QVgBNAq8DGsot5DsKLiIkZuH0lhcSGP9H+E5ATNfRwOrWu1pk7lOup2LFJR5r4JqTXg1B/5nSQmqaCNdq3PBgwWv+93EhGJIRPXT6Ru5bq0q6N58iJcD2CFc26Vc+4w8DZwXol1zgNeD3z9LjDoh+64mlkDIN05N80554CRwI9DH/1ory1+jRWHVnBXj7tokt4kHIcUvOl7+jXqx9SNUyksLvQ7jkhsObgLln4Mp10Myal+p4lJGjIw2qVlQKvB3iTN/e6AlCp+JxKRKHe46DBTNkzhrOZnkWC67hnhGgHrg77PBXoeax3nXKGZ7QFqB5Y1M7O5wF7gHufc5MD6uSX22ai0g5vZCLw7uWRkZJCTk1OuN7Nh7wY6pXSiRm4NcjaUb19yfHl5ed/+zGrtr8Xew3sZ+clImqc29zdYDAtucwkPv9u84YYxnFJ0iFnFrcmLk599uNtcBW0s6PdLeG04zH0Deo7wO42IRLmZm2dyoPCAuhtHh9LutJYcVOFY62wCmjjndphZV+BDM2tXxn16Lzr3IvAiQLdu3Vx2dnZZc5cqm2wmTpzIwIH63QuHnJwcjvzMuhzuwutvv05evTyyu2T7miuWBbe5hIevbe4cvPB7qN+BbmdfH90zrJyAcLe5Lr3HgqZ9oHEvmPosFBX4nUZEotzE9ROpnFSZng1K3uiTCJQLNA76PhPYeKx1zCwJqA7sdM4dcs7tAHDOzQZWAqcE1g8e2rq0fVaYMI4/JUHSU9LpVK+T5qMVCaV102DrYuhxY9wUs35QQRsr+v0S9qyDRXqWVkRO3tYDW5m4fiJ9GvahUqImfo8CM4FWZtbMzFKAS4HRJdYZDVwd+PoiYIJzzplZ3cCgUphZc7zBn1Y55zYB+8ysV+BZ258AH4XjzYi/+jXqx7Kdy9h6YKvfUURiw8yXoVJ1aH+R30limgraWNFqCNRrC18+CcXFfqcRkSg0b+s8Br0ziK0HtpLdONvvOFIGzrlC4DZgPLAU+I9zbrGZPWhm5wZWewWobWYrgDuAI1P7DAAWmNl8vMGibnLO7Qwsuxl4GViBd+d2bFjekPiqfyNv+p4pG6b4nEQkBuzbAktGe1P1aIybCqVnaGNFQgL0/QV8MAK++QRODcsMCyISQz5f9znJCcnc0fUOzmp2lt9xpIycc2OAMSVeuy/o63zg4lK2ew947xj7nAW0D21SiXSn1DyFelXqMXnDZM5vdb7fcUSi29yRUFwA3a7zO0nM0x3aWNL+AqjRBHL+rLu0InLCJuVOoltGN65seyUpiSl+xxGRMDMz+jfqz7SN0ygo1pgcIietqBBm/ROaZ0OdVj6HiX0qaGNJYjIMvBs2zde8tCJyQnL35bJqzyr6Z/b3O4qI+Kh/o/7kFeQxf+t8v6OIRK9vxsPeXOh+g99J4oIK2lhz2sVQtw1M/os3VLiISBl8vu5zAE7PPN3nJCLip+4NupNgCUzfNN3vKCLRa+bLkN4IThnud5K4oII21iQkQp+fwdYlsHKC32lEJEp8svYTWtdqTZP0Jn5HEREfpaek0752exW0Iidr+wrvb/Cu10KihisKBxW0sei0i6BaBkx73u8kIhIFNu/fzIJtCxjSdIjfUUQkAvRs0JNF2xex7/A+v6OIRJ+5/4KEJOjyE7+TxA0VtLEoqRL0GAErP4ctS/xOIyIR7n+r/gfA0KyhPicRkUjQu2FvilwRMzfP9DuKSHRxDpZ+DM0GQFqG32nihgraWNXtOkiqrLu0IvKDnHOMXjmazvU6q7uxRI/iItgwB6Y8DaN/Dp8/CDP+AUv/C3s2+J0u6nWs25HKSZXV7VjkRG1fDjtXwqma+i6c1LE7VlWp5U3kPGckDLpPV4lEpFSLdyxm1Z5V3N/7fr+jiBybc7BvE6yeDEs+hDVT4NAeb1mV2nBwN7ii79av3hjanQ/9fumdD+WEpCSm0CWjiwpakRO17L/eZxW0YaWCNpb1ugVmvgIzX4Iz7vE7jYhEoLGrx5KUkMTgpoP9jiJSutWT4dN7YeNc7/vqTaDdeZA1ALL6QXoDb+71gzth52rYMBtWf+H1UJr3Jgz+I3S8DBLUKe1E9G7QmydmPcHm/ZupX7W+33FEosOiD6BRN6jeyO8kcUUFbSyr3cK7QjTzFeh3B6RU8TuRiEQQ5xyfrP2EPg37UL1Sdb/jiHzfvs0w/m5Y9K5XxA55CBp2hia9jy5OExKgah3vo3F36HUTbF4E//0lfHQLfPUiDPmj91yblEmvBr0AmLZxGue3Ot/nNCJRYNvXsGUhDHvE7yRxR5crY12f27yr1vNH+Z1ERCLMgu0L2Lx/swaDksjiiuGrl+DZbt7gKqf/Dm77yjufZfUt+53W+u3huvFw/j9g/3Z4/RwY+zsoPFSx+WPEKTVPoW7lukzZOMXvKCLRYeE7YAne4w4SVipoY12T3t4V7ekveF2yREQCxq8ZT3JCMtmNs/2OIuLZtZaO8++HMb+GzG5wyzQY+HtIrnxy+0tIgI6Xws9mQ8+bYcbf4dVhsGtNSGPHIjOjT8M+TNs4jaLiouNvIBLPCg/B7Neh5ZmQpi764aaCNtaZQa9bYcc3sOIzv9OISIQodsV8uvZT+jbsS3pKut9xRDyf3E3avuVwztNw1QfeozOhkJwKwx+BS96AHSvhHwO8gaXkB/Vt1Je9h/eyaMciv6OIRLbFH8L+rdDzJr+TxCUVtPGg7XmQ1gCm/83vJCISIRZs87obD8ka4ncUke8Mf4xZ3Z6Brtd4F2RDrc058NMvoFp9eOMCWP5J6I8RQ3o36I1hTN0w1e8oIpHLOZjxAtQ5BVqc4XeauKSCNh4kpUCPG2HVRNiyxO80IhIB1N1YIlJ6Q/IrV/A0c7WawbVjoO6p8PZlsOLzij1eFKuRWoP2ddrrOVqRH5I7yxuFvceIirkQJ8elgjZedL0Wkip7V5BEJK4Vu2I+WfsJfRv1JS0lze84IuFXtQ5c/THUORXeuRa2Lfc7UcTq07APC7cvZM+ReX9F5PtmvACVqnvTg4kvVNDGiyq1vIEx5v/bG+1RROLW/G3z2Xpgq0Y3lviWWh0ufxsSk2HUJXBgp9+JIlLPBj0pdsUs2LbA7ygikWfvRljyEXS5CipV8ztN3FJBG0963QxFh2DWa34nEREffbzyYyonVWZg44F+RxHxV40mcOmbsCcX3rkaigr8ThRxWtVoBcCqPat8TiISgWa9CsVF0P0Gv5PENRW08aTuqd5w4jNf0jx8InHqUNEhxq0ex6Amg6iaXNXvOCL+a9ILznkGVk+Cz/7gd5qIUyO1BrVSa7Fy90q/o4hEloJ8r6A9dbj3bL74RgVtvOl1M+RtgcUf+J1ERHwwKXcS+wr2cW6Lc/2OIhI5Ol0G3W+Eac/B0o/9ThNxWtZoqYJWpKSF78CBHdDrFr+TxD0VtPGmxSBvEIxpz3vDjItIXPlyw5ekJafRvX53v6OIRJahD0HDLvDhLbBztd9pIkrz6s1ZuWclTn83iHicg+kvQEZ7yOrnd5q4p4I23ph5d2k3L4C1mldOJJ4455iyYQq9GvYiKSHJ7zgikSWpElz8T8Dgg5u85+IEgBY1WrC/YD9bDmzxO4pIZFg9CbYu9v6m1lQ9vlNBG486XgqVa8H0v/mdRETCaOXulWw5sIW+Dfv6HUUkMtVsCmc9Buunw9Rn/E4TMVrV9AaGWrZzmc9JRCLE9BegSh1of5HfSQQVtPEpuTJ0uxaW/U/dqkTiSE5uDgB9G6mgFTmmDpdAm3NhwkOwZbHfaSJCu9rtSEpIYs7WOX5HEfHfjpWwfBx0vx6SU/1OI6igjV/db4SERPjqRb+TiEiYfLLmEzrU7UD9qvX9jiISuczg7KegUhr89w6NNwGkJqXSvnZ7Zm+Z7XcUEf/N+AckJEG36/1OIgEqaONVegNodwHM+Rfk7/U7jYhUsHV717F051KGNh3qdxSRyFe1Ngx+wOt6PH+U32kiQpeMLizZvoSDhQf9jiLin4O7Ye4bcNpFkJbhdxoJUEEbz3rfAof3ef8wRSSmfbL2EwCGZA3xOYlIlOh0JWT2gE/uhYO7/E7ju64ZXSl0hSzYtsDvKCL+mfcmFOyHnjf5nUSCqKCNZw07Q5PeMOPvGs1RJMaNXzOejnU7qruxSFklJMCPnvDmmZz6rN9pfNepXicMY84WPUcrcWzNl1C3NTTs5HcSCRKSeRvMbBjwNJAIvOyce6TE8krASKArsAO4xDm3xsyygKXA14FVpzvndMkjnHrdAv+5Cr4eA23O8TuNiFSAtXvXsmznMn7b/bd+RxGJLg06QrvzYcaL0Ps2qFLL70S+SU9J59Rap+o5WolveVsgvaHfKcqsoKCA3Nxc8vPzw3rc6tWrs3Tp0jKvn5qaSmZmJsnJySd1vHIXtGaWCDwPDAZygZlmNto5tyRoteuBXc65lmZ2KfAocElg2UrnnC5z+KX1j6BGE5j2NxW0IjFq3OpxAAxuOtjnJCJRaMBvYPEHMPkvMPQhv9P4qku9Lnyw4gMKigtITji5PzxFolreNqjdyu8UZZabm0taWhpZWVlYGOfL3bdvH2lpaWVa1znHjh07yM3NpVmzZid1vFB0Oe4BrHDOrXLOHQbeBs4rsc55wOuBr98FBlk4W1WOLSERevwU1k2FjXP9TiMiIeacY+zqsXSp10XdjUVORkZb6PIT7/GcbV8ff/0Y1jWjKwcLD7J0R9nvvIjEDOdg/1aoVs/vJGWWn59P7dq1w1rMnigzo3bt2uW6ixyKgrYRsD7o+9zAa6Wu45wrBPYAtQPLmpnZXDP7wsz6hyCPnKguV0FKNW+SaBGJKct3LWflnpWc1ewsv6NIBTGzYWb2tZmtMLM7S1leycz+HVg+I/C4D2Y22Mxmm9nCwOczgrbJCexzXuAjev6CqwiD7oOkyjDhj34n8VWXjC4A6nYs8enQXijMj6qCFojoYvaI8mYMxTO0pSUoOWnbsdbZBDRxzu0ws67Ah2bWzjl31DwyZjYCGAGQkZFBTk5O+VIDeXl5IdlPLGhZN5uGC99jetWhHK5U+/gbnCC1dfipzcMvEtt89K7RJJBAlQ1VyNmc43eckIvENg+ncj72sx04xzm30czaA+P5/gXpK5xzs8LyRiJd1TrQ+1b44hGvN1PDzn4n8kWdynXISs9izpY5XNv+Wr/jiIRX3jbvc9XoKmgjwbhx47j99tspKirihhtu4M47j7r2Wi6hKGhzgcZB32cCG4+xTq6ZJQHVgZ3OOQccAnDOzTazlcApwFEnUOfci8CLAN26dXPZ2dnlDp6Tk0Mo9hMTOjSBZ/5Hn6QlkH1vyHevtg4/tXn4RVqbO+d45P1H6N2wN+cMis1n5COtzX3w7WM/AGZ25LGf4IL2POAPga/fBZ4zM3POBT9nshhINbNKzrlDFR87CvW+FaY9B1+9BD/+m99pfNMlowufrf2MYldMgmmyDIkj+7d6n6vV9TdHlCkqKuLWW2/l008/JTMzk+7du3PuuefStm3bkB0jFP8TzQRamVkzM0sBLgVGl1hnNHB14OuLgAnOOWdmdQNXlzGz5kArYFUIMsmJqtUcTj0LZr0KBQe95wREJKot2L6ADXkbGN5suN9RpOKU97GfIy4E5pYoZl8LdDe+V+NeAKnp0P5Cb4Co/KM6ksWNLvW6sPfwXlbsXuF3FJHwytvifdYd2hPy1Vdf0bJlS5o3b05KSgqXXnopH330UUiPUe47tM65QjO7Da+rUiLwqnNusZk9CMxyzo0GXgH+ZWYrgJ14RS/AAOBBMysEioCbnHM7y5tJTlLvW+Dr/8HfekG1DLh2rDdolIhEpbGrx5KSkMKgJoP8jiIVpzyP/XgLzdrhdUMeErT8CufcBjNLA94DrsKbfu/7O46zx4HSaEfXgtf5+v0/s6nhML/jlNvJtHVBQQEAb3/5NgPSBlRAqtgWyb/fsSpUbd4odyqtgCkLVlCwbHu59xcO1atXZ9++fQA8+slKlm3JC+n+W2dU43dDWhz1elFR0bfHXbFiBfXr1//2+9q1azNr1qxvvz8iPz//pH9OIZmH1jk3BhhT4rX7gr7OBy4uZbv38E6UEgma9oX6HWDzAti1BuaPgs5X+p1KRE5CUXER49eMZ0DmAKqlVPM7jlSck37sB8DMMoEPgJ8451Ye2cA5tyHweZ+ZvYXXtfmogjbuHgdyp8PGNzh19xecetnDEOU3rk+mrZ1zvPDuC+xL30f26Se2rUT473eMClmbT/gSVibQ98xzouaGz9KlS7+dPic5JZnExNDmTk5JLnV6nuBpe1JTU0lO/m69ypUrU6lSpaO2S01NpXPnkxufICQFrcQIM7j0TTi4Cz7+BUx4yOtelVzZ72QicoJmbpnJ9oPbGdYs+u8iyQ/69rEfYANeD6jLS6xz5LGfaXz/sZ8awP+Au5xzU46sHCh6azjntptZMnA28FnFv5UoYAY9b4KPboH/Z+++46Oq0j+Of+5kJr13EhJCIEBIqKEISK+Corm64jcAACAASURBVAgqqKsItp9tsa4FV9eyNhRcKwgoKgtSpSkgJSBVirQQSiCBBAgQEtLLZOb+/rjRRQRpSU6Sed6v17ySTO7c+WYIMM895zwn7Wdo6HgjlJqmkRCSwNbMrei6Xis6qApRKQpOgXtgrSlmz/fKTXFKnrd+/fqkp/9vZUxGRgZhYWGV+hyyml/8kW8k1GsF/V6H/OOylY8QtdSPqT/ibnane/3uqqOIKlSxJva3ZT/JwKzflv1omja44rApQEDFsp+ngN/aSz4GNAZePm97HhdgmaZpu4AdGIXyF9X3U9Vw8UPBPQA2T1SdRJmE4AROF58mIz9DdRQhqs+ZFPCNuPRx4g/at2/PwYMHSU1NpaysjJkzZzJ48OBLP/AKyAituLCo66HJAFg3HtreCx6Vv5WPEKJqlNnK+OnIT/SK7IWr2VV1HFHFrmHZzxvAGxc5bUJlZqxTLK6QMNL4/zEnDfyiFAeqfgkhxq/HtlPbiPCWN/jCAZQVQvovRr8ZcUXMZjMff/wx/fv3x2azMWrUKOLiKne0WEZoxcX1eRXKCmDte6qTCCGuwPpj68kvy5fuxkJUlXajAQ22TFadRIlo32h8XHzYdnKb6ihCVI8jG8FuhegeqpPUSgMHDuTAgQMcOnSIl156qdLPLwWtuLjgWGh9J2ydAvmZqtMIIS7TgkML8Hf1p1NYJ9VRhKibfMKh+WDY/rUxcuNgTJqJtsFt2X5yu+ooQlSPw6vByRkirlOdRFyAFLTir13/FNjLYZPjbiIvRG2SVZzFmvQ1DG40GIvJojqOEHVXx4ehJBd2zVKdRImEkASO5h/ldNFp1VGEqHqpayCiIzi7q04iLkAKWvHXAhpB3BD4ZbKM0gpRCyw6tIhyvZwhMUNURxGibovoCCEtYOtU0M/f+rfuaxvcFjDW0QpRpxVmQeZumW5cg0lBKy6t50tgK4NVr6tOIoT4C7quM+/gPNoEtyHaJ1p1HCHqNk2DdiONvduPO97U22YBzXAzu7EtUwpaUcelrjE+RvdQmUL8BSloxaUFNILrHoZfp8PxHarTCCEu4tdTv5KWl8atMbeqjiKEY2hxO1g8jFFaB2MxWWgV1IrtpxyvmBcO5tBqcPGBeq1VJxEXIQWtuDzdnjX23Vv2kkNOrRKiNph7cC4eFg/6NeinOooQjsHVG1oMg91zofis6jTVLiEkgYM5B8ktzVUdRYiqUVoAexdAk/7gJLud1lRS0IrL4+oD3Z+DI+vg6EbVaYQQ58kvy+enIz9xQ8MbcLdI0wohqk27+6C82CGbQyWEJKCjs+OUzN4SddTu2VCaB+1Hq05Sa40aNYrg4GDi4+Or7DmkoBWXr83fwD3Q2ExeCFGj/Jj6I8XlxdzaWKYbC1GtwtpAWFuHbA7VIrAFZpNZ9qMVdZOuG1tXhsQbTeDEVRk5ciRLly6t0ueQglZcPmd3Yy3tweWQuUd1GiHEOeYfnE+MXwzxgVV3BVQIcRHt7oPTyZC+WXWSauVqdiU+IF46HYu6KWOL0d24/WijCZy4Kt26dcPf379Kn0Mmg4sr0/5+WDfBGKUdNkV1GiEEsD97P3vO7OH5Ds+jyX+6QlS/+KFGj4mtUyHyOtVpqlVCSALTkqZRXF6Mm9lNdRwhKs+WKeDsZTR/qwt+fN4o0CtTaAu44e3KPedVkBFacWXc/Iwr0UnzIDtVdRohBDA/ZT4Wk4VBDQepjiKEY3L2gJZ3QNL3UJStOk21ahvSlnK9nF2nd6mOIkTlKSuE5EUQfyu4eKpOIy5BRmjFlbvuUdg8ETZ8BDd+oDqNEA6t1FbKokOL6BPZB19XX9VxhHBc7e6DLV/Ajv9C58dUp6k2bYLboKGx/eR2OtaTdYaijtj/I1gLoWUdGZ2FGjGSWlVkhFZcOe960GoE/Pot5J9UnUYIh7byyEryyvIYEjNEdRQhHFtIHIQnGAWtAzWH8nL2oql/U2kMJeqWnTPAOxwiO6tOIi6DFLTi6nT5O9itsPkz1UmEcGizDswi3DNcRkaEqAlajYBTSZW/Tq2Gaxvclp2nd2K1WVVHEeLandoHKSsgYSSYpFS6ViNGjKBTp07s37+f+vXrM2VK5ffgkT8lcXUCGkHzm40F8yWyoboQKhzMOci2k9u4o+kdmDT551wI5eKHgpOzMbrjQBJCEiixlbA3e6/qKEJcuw0fgdnNaIQqrtmMGTM4ceIEVquVjIwMRo+u/D195R2QuHrXP2lsNr1Fuh0LocJ3+7/D2eTMkMYy3ViIGsHdH5oMgF2zwIFGK9uGtAVg+8ntipMIcY3yTsCu76DN3cbfZ1ErSEErrl69VtCoN2z6FKzFqtMI4VAKygpYdGgRAxoOkGZQQtQkrUZAUZYxZdFBBLoFEuUdJetoRe33y0TQbdDpUdVJxBWQglZcm65PQeFp2DFddRIhHMqiw4soKi9ieNPhqqMIIc4V0xfcAx1u2nHbkLZsP7Udu25XHUWIq1OaD1umQuxg8G+oOo24AlLQimvToAvUbw/rP3So6VVCqFRuL+frpK9pEdiC+MB41XGEEOdyskCL24xtPxxoT9qEkATyy/I5mHNQdRQhrs72r6E0Fzo/oTqJuEJS0Ipro2nQ7Tk4exS2T1OdRgiHsOLICjIKMhgVPwpN01THEUKcr9VwsJVB0jzVSapNQkgCAFsytyhOIsRV0HWjJ0xkJ6ifoDqNuEJS0IprF9PX2KdrzbtQVqg6jRB1mq7rTN0zlSjvKHpG9FQdRwhxIfVaQXBz2DlTdZJqE+4ZTpR3FOuPr1cdRYgrl7kbsg8ZF6NErSMFrbh2mgZ9XoWCk7D5c9VphKjTNp7YSHJ2MiPjRuJkclIdRwhxIZpmNIfK2AJZjjMFt0t4F7ZkbqGkvER1FCGuTNJ80JyM9bOiUqWnp9OzZ09iY2OJi4vjww8/rPTnkIJWVI7IjtB0IKz70KHWDAlR3abumUqQWxA3NbpJdRQhxF9peTtoJodqDtUlrAultlLpdixqF2uJ8fe0UU/ZqqcKmM1m3n//fZKTk9m0aROffPIJe/dW7p7VUtCKytPrZWNf2nXjVScRok5KOpPE5hObubv53Tg7OauOI4T4K16h0KgX7PwO7I7R+bd9aHtcnFxYd2yd6ihCXL5tX0H+Cejyd9VJ6qR69erRtq2xV7WXlxexsbEcO3asUp/DXKlnE44tpLmx9uCXSdDxYfAJV51IiDpl6u6peFo8ua3JbaqjCCEuR6sRMHc0pP0M0d1Vp6lyrmZX2oW0k3W0ovawFsO6D6DB9dCwm+o0VeqdX95hX/a+Sj1nM/9m/KPDPy77+LS0NH799Vc6duxYqTlkhFZUrh4vgN0Ga95WnUSIOuVo3lFWHF3B7U1vx8vZS3UcIcTlaDYIXLwdqjlUl/AupOamcqygckdghKgSW780esD0fEF1kjqvoKCAoUOHMmHCBLy9vSv13DJCKyqXXwNoP9oYpe30OAQ1UZ1IiDrhy6QvcdKcuDv2btVRhBCXy+IGsTdB8iKwjgeLq+pEVa5LeBfYAuuPref2prerjiPExZUVGsvkorpC1PWq01S5KxlJrWxWq5WhQ4dy1113ceutt1b6+WWEVlS+rs+AxR1Wv6E6iRB1QmZhJt+nfM+QxkMIcg9SHUcIcSXihxr9JVJ+Up2kWjT0bki4Z7isoxU13+bPofCU0QNGVBld1xk9ejSxsbE89dRTVfIcUtCKyucZBJ0eg70LIF02WBfiWk3dMxV0GN1itOooQogr1bA7uAfC7jmqk1QLTdPoEtaFzSc2Y7VZVccR4sKKc2D9h9BkgLFTh6gy69ev55tvvmHVqlW0bt2a1q1b88MPP1Tqc0hBK6pG58fAIxiWjwVdV51GiFrrdNFp5h6Yy+DGgwnzDFMdRwhxpZzMEHcLHFgGpfmq01SLLuFdKCov4tdTv6qOIsSFbfgISnKh11jVSeq866+/Hl3X2bVrFzt27GDHjh0MHDiwUp9DClpRNVy8oNdLkL7JWDskhLgqXyV9hU23cX/8/aqjCCGuVvwwKC+G/T+qTlItOtbriMVkYW3GWtVRhPizglOw6TNjOUBoC9VpRCWQglZUndZ3Q1AsrHgFzS7TjoS4UmeKzzBr/ywGNhxIhHeE6jiihtI0bYCmafs1TUvRNO35C3zfRdO07yq+v1nTtKhzvvdCxf37NU3rf7nnFFcooiN413eYacceFg/ah7ZnTcYa1VGE+LOf34fyUujxouokopJIQSuqjpMZ+r0O2YcJO75UdRohap2v935Nqa2UB1o+oDqKqKE0TXMCPgFuAJoDIzRNa37eYaOBHF3XGwPjgXcqHtscGA7EAQOATzVNc7rMc4orYTJB/BA4tBKKslWnqRbd6ncjLS+NI3lHVEcR4n/OpsPWqdDmLghsrDqNqCRS0Iqq1bgPRPcgKu07YwG+EOKynC05y8x9MxkQNYCGPg1VxxE1VwcgRdf1w7qulwEzgZvPO+ZmYFrF53OA3pqmaRX3z9R1vVTX9VQgpeJ8l3NOcaXih4G9HJIXqk5SLbrX7w7AmnQZpRU1yJp3jI/d1W1hU930WtDL5lozyj60omppGvR7A/PnXY0pHv1kKx8hLsfnuz6nqLxIRmfFpYQD6ed8nQGc37Lz92N0XS/XNC0XCKi4f9N5jw2v+PxS5wRA07QHgQcBQkJCSExMvKof4lwFBQWVcp4aR9fp4BZG6c+T2ZkfpToNUPWvdT1LPb7f/T2RpyOr7Dlqmzr7+12D/faauxVl0OHX6WTUH8ShX1MwruHVbZ6enmRkZODj44NxHbN62Gw28vMvrwmeruvk5uZSWFh41X83HLag/XLPlyzKXMSsFbNwcXLBw+JBiEcIIe4hRHlH0Tq4Nc5Ozqpj1g2hLcgM7UW9zROh/f3gF6U6kRA12vTk6UxPns7wpsOJ8YtRHUfUbBd6h3L+pe6LHXOx+y80e+uCl891XZ8ETAJo166d3qNHj4sGvVyJiYlUxnlqpr/hvuZdeiQ0A69Q1WGq/LXesW0H05Km0bZzW7ydvavseWqTuv37XTP9/prPvg8sbkQMH0+Ep2Ps6W61WsnIyODYsWPV+rwlJSW4urpe9vGurq60atUKi8VyVc/nsAUtgA0b2SXZlNpKySvLI6s4C7tuB8Dd7E6LoBYEugVyffj19GvQTwrca5Da8C7qZW2AFf+C275UHUeIGqvQWsinOz6lS3gXXuj4guo4oubLAM7tGFYfOH6RYzI0TTMDPkD2JR57qXOKqxE/zJjymDQfrvs/1WmqXPeI7kzZM4UNxzYwoOEA1XGEIzuxC5LmQbdnwUGKWQCLxULDhtW/bCkxMZE2bdpU2/M5bEF7X/x9NMxq+IerZOX2cs4Un2Ff9j7WZqxl75m9pOSksOTwEsZvHc/dze/mtia34ensqS54LVXmEgCdH4e17xqjtFFdVEcSokaac2AOeWV5PNLqEUyatDkQl7QFiNE0rSFwDKPJ053nHbMQuBfYCAwDVum6rmuathD4r6ZpHwBhQAzwC8bI7aXOKa5GUBNjm5DdcxyioG0Z2BJfF18SMxKloBVqrXoDXH2h02Oqk4gq4LAF7YWYTWZj2rFHCN0jjGYGuq6z8fhGpiZN5YNtHzBp1yRub3o7d8feTZC741zhqRTXj4FdM2HxGHh4HZhdVCcSokY5U3yGibsmcl2962gZ1FJ1HFELVKyJfQxYBjgBU3VdT9I07TVgq67rC4EpwDeapqVgjMwOr3hskqZps4C9QDnwqK7rNoALnbO6f7Y6K34orHgVctLq/BIcJ5MTXcO7svbYWsrt5ZhN8rZTVD+PgjQ4uAx6jQU3X9VxRBWQy/+XoGkancM7M7nfZGbeOJMu4V34Kukr+s/tz6sbXiU1N1V1xNrD2QMGfQBZB2D9f1SnEaLGGb9tPMXWYl7oIFONxeXTdf0HXdeb6LreSNf1Nyvu+2dFMYuu6yW6rt+m63pjXdc76Lp++JzHvlnxuKa6rv/4V+cUlSR+qPFxz1y1OapJ94ju5JbmsvP0TtVRhIOKSF8AFndoN1p1FFFFpKC9AnEBcYzrPo7Ftyzm1phbWXx4MTd/fzNPrn6Sw7mHL30CATF9IW4IrH0Psup+dzkhLtf2k9tZcGgB98TdQ7RvtOo4Qoiq4hsJER1ht2MUtF3CumDWzLJ9j1AjK4XgU2ug7T3g7q86jagiUtBehQjvCMZeN5ZlQ5fxYMsH2XRiE0MXDOXtX94mtzRXdbyab8DbYHGFRX8Hu111GiGUK7eX88bmNwj1COWhlg+pjiOEqGrxw+BUEpxKVp2kynk6e5IQmsCaDClohQIr/4WuWaDr06qTiCokBe01CHAL4LE2j7F4iDFiO2PfDAbOG8j05OlY7VbV8Wour1BjP9oj62D7NNVphFBuxr4ZHMw5yPPtn8fd4q46jhCiqsXdAprJYaYd96jfg8O5h0nPS7/0wUJUlvQtkLyQo5FDwDNYdRpRhaSgrQQBbgG83OllZt80m9iAWN7+5W2GLhzKzxk/q45Wc7X5GzTsBj/9E/JkNwjhuOy6nW/2fkOH0A70iuylOo4Qojp4Bhv/B+6eA/oFt/itU7rXNxptJmYkqg0iHMuKV8AzhIz6N6tOIqqYFLSVqIlfE77o+wUf9foIu27nkZWP8PCKhzl09pDqaDWPpsFNH4LNCkuecYj/0IW4kG0nt3Gi8ARDY4aiaZrqOEKI6hI/DHJS4fivqpNUuQjvCBr5NGJ1+mrVUYSjyEqBI+uh8+PYzG6q04gqJgVtJdM0jR4RPZg/eD7PtnuWXad2MXThUD7+9WOsNpmG/Af+0dDzRdi/BPZ+rzqNEErMPTgXD4sHPSN7qo4ihKhOsTeCyeIw0457RvZk+8nt0mtEVI+keYD2v67iok6TgraKWJws3BN3D0tuXcKg6EFM3DWRu364S0Zrz3fdI1CvNfzwLBRlq04jRLXacWoHSw4vYVjMMNzkCrIQjsXNz+j8v2eeQzRI7BnRE5tuY23GWtVRRF1ntxvT+SM7gXeY6jSiGkhBW8X8XP148/o3mdBzAieLTnLH4juYuW8mukyxNTiZYfBHRjG7fKzqNEJUG6vdymubXiPEPYRHWj+iOo4QQoX4oZB/HI5uUJ2kysUHxhPkFiTTjkXV2/EtZO2HdvepTiKqiRS01aR3ZG/mDp5Lu9B2vLn5TR5f9ThZxVmqY9UM9VpCl7/DjumQslJ1GiGqxbd7v+VgzkFe6PiCdDYWwlE1vQEs7g4x7dikmege0Z11x9ZRaitVHUfUVYVnjIajkZ2hxW2q04hqIgVtNQp0C+TT3p/yfIfn2Xh8I0MWDJFOyL/p/g8IbAILn4DSfNVphKhSxwuO89nOz+gR0YPekb1VxxFCqOLsYRS1Sd8bTRLruJ4RPSkuL2bzic2qo4i6asU/jfeRg943GpAKh1ApBa2maQM0TduvaVqKpmnPX+D7LpqmfVfx/c2apkWd870XKu7fr2la/8rIU5OZNBN3xd7F7JtmE+oRyqMrH+XLPV/KFGSLK9z8CeRlwLrxqtMIUWV0XeetzW8B8GKHFxWnEUIoFz8MirPhcKLqJFWuY72OuJvdWXlUZmOJKrB1Kvz6LXR6FEKaq04jqtE1F7SapjkBnwA3AM2BEZqmnf9bNBrI0XW9MTAeeKfisc2B4UAcMAD4tOJ8dV60bzTTBkyjb4O+fLDtA15Y9wIl5SWqY6kV0QFa3A4bP4HcDNVphKgSq46uIjEjkUdbP0o9z3qq4wghVGvcG1x9HGLasYuTCz0je7LiyArZ+UFUruM7jG0gY/pDr3+qTiOqWWWM0HYAUnRdP6zrehkwEzh/B+ObgWkVn88BemvGhos3AzN1XS/VdT0VSKk4n0Nwt7gzrvs4Hm/zOEsOL2Hk0pGcLDypOpZavf9p7Em78jXVSYSodFnFWbyx+Q2a+DXhztg7VccRQtQEZheIvQmSF4O1WHWaKjcgagB5ZXlsPLFRdRRRV5SXwYJHwSMIbp1oNBwVDqUyCtpwIP2crzMq7rvgMbqulwO5QMBlPrZO0zSNB1s+yH96/ofU3FSGLxnOjlM7VMdSxzcCOj0Cu76DjG2q0whRaey6nZfWvUR+WT5vdX0Li8miOpIQoqaIHwZl+XBwueokVa5zWGe8LF4sS1umOoqoK9ZPgJN74MYPjO2whMOpjEsYF1pxff6C0IsdczmPNU6gaQ8CDwKEhISQmJh4BREvrKCgoFLOUxk0NMYEjWHS6Unc9+N93BFwB9d5Xqc6VqW5ktfaiQ50cPajbOYDbEt4DxxjFnqlq0m/347ir17zn3J/YsPZDdzhfwfHdx7nOMerN1wdJb/nok5o2A08go1px83Pn+RWtzg7OdMrshcrj66k1FaKi5OL6kiiNjuVDGveNbbAajZIdRqhSGUUtBlAxDlf14c/vVP77ZgMTdPMgA+QfZmPBUDX9UnAJIB27drpPXr0uObgiYmJVMZ5KtPA0oE8veZppp+YTrJTMk+1e4pWQa1Ux7pmV/xah36Ay5z76OGeAh0fqrJcdVlN/P2u6y72mm84voHFKxbTr0E/Xur+Epp0Xqw08nsu6gSTE8TdAtu/hpI8cPVWnahKDWg4gAWHFrD+2Hp6RfZSHUfUVrZyY6qxqzfc8K7qNEKhyphyvAWI0TStoaZpzhhNnhaed8xC4N6Kz4cBq3Sjre9CYHhFF+SGQAzwSyVkqrV8XHz4vM/nPNPuGY4XHmfU0lH8mPqj6ljVL24INOoFK1+HvBOq0whx1Y7mHeXZNc8S7RPN611el2JWCHFh8cOgvAT2/6A6SZXrWK8jfi5+LD68WHUUUZutnwDHthnFrEeg6jRCoWsuaCvWxD4GLAOSgVm6ridpmvaapmmDKw6bAgRompYCPAU8X/HYJGAWsBdYCjyq67rtWjPVdmaTmXvj7mXWjbOID4znubXPMT15uupY1UvTYOA4sJXBMtnaRNROBWUFPLHqCTRN4z+9/oO7xV11JCFETRXRAXwiHaLbscVkYVD0IBLTEzlbclZ1HFEbndgJiW9B3K3QYpjqNEKxStmHVtf1H3Rdb6LreiNd19+suO+fuq4vrPi8RNf123Rdb6zregdd1w+f89g3Kx7XVNd1BxyKvDg/Vz++6PcFvSN78/Yvb7Pw0PkD33VcQCPo+jQkzYMU2bNO1C523c4L614gLS+N97u/T4RXxKUfJIRwXJoG8bfCoVVQlK06TZW7pfEtWO1WlqQuUR1F1DbWEpj/MLgHwqD3VacRNUClFLSi6jg7OfNOt3foGNqRf67/J4npiaojVa/rx0BAY1jytENsZyDqjk93fEpieiLPtn+WjvU6qo4jhKgN4oeCvRz2fq86SZVr6t+UWP9YFqQsUB1F1Dar34RTe+Hmj8HdX3UaUQNIQVsLuDi58GGvD4n1j+WZNc+wNXOr6kjVx+xiXH3LSTW62AlRCyxPW87EXRMZ0ngIdzaT/WaFEJcptAUENoHdc1QnqRa3NL6F5Oxk9mfvVx1F1BY5abDhI2h7L8T0VZ1G1BBS0NYSHhYPPu3zKeGe4Ty+6nGSzySrjlR9ontA67th/Ydw3IH36BW1wv7s/YxdP5ZWQa0Ye91YaQIlhLh8mgYtb4cj64037nXcoOhBWEwWvk+p+yPSopLsnGl87Pas2hyiRpGCthbxc/VjYt+JeDl78fCKh0nLTVMdqfr0f8PoYLfgMbBZVacR4oJK7aWMWT0GL2cvxvcYj7OTs+pIQojapuVwQINds1QnqXI+Lj70jOjJksNLsMr/7eJS7HbYOQMadgVf6Ush/kcK2lom1COUSX0nAfDgTw+SWZipOFE1cfODG8fDyd2wboLqNEJc0Pc533Os4BjvdnuXIPcg1XGEELWRb4Txhn3nDNB11Wmq3C2NbyGnNIc1GWtURxE13Yb/GDMXEkaqTiJqGCloa6Eonyg+6/MZeWV5PPTTQ+SU5KiOVD2aDTLas699F04mqU4jxB8sOrSIdQXr+Fvzv5EQkqA6jhCiNms1ArIPQ/pm1UmqXOewzgS7BzPngGOsGxZX6ehmWPkaNL/ZeC8oxDmkoK2lmgc056NeH3Gs4Bh3LrmTAzkHVEeqHgPfA1dfmHUPlOSqTiMEALtP7+bVDa8S4xLDmIQxquMIIWq72MFgcTdGaes4J5MTw2KGsf74etLz0lXHETVRUTbMGQU+9WHwR8ZacyHOIQVtLdY+tD2T+02mzFbGwz897BjTjz0C4bavIDsVvn/EIaZjiZotNTeVJ1Y/QZB7EKOCRmExWVRHEkLUdi6eRlG7Z75DbFk3tMlQnDQnZh+YrTqKqGnsduP9XsFJ4/2fq4/qRKIGkoK2lmsd3JrP+35OcXkxj6x8hIKyAtWRql5UF+j3BuxbDOtlPa1QJzU3ldHLRmPX7Xza+1M8nTxVRxJC1BWtR0BpLuz/UXWSKhfsHkyvyF7MT5lPqa1UdRxRU+g6LHkKDvwI/V6H8LaqE4kaSgraOiDGL4b3e7zP4bOHeWbtM5Tby1VHqnrX/Z+xhmLla3A4UXUa4YDSctMYvWw0Nt3GlH5TiPaNVh1JCFGXRHUF73CHmHYMcEfTOzhbepZlactURxE1xfoPYduX0GUMdHxYdRpRg0lBW0d0DuvM2OvGsv7YesZtHac6TtXTNGMdRWATY11FbobqRMKBHMk7wuhloym3lzO532Qa+zVWHUkIUdeYnKDlHZCyEvJPqk5T5TqEdiDaJ5pv936LLsuJRMpKWPkviBsCfV6VdbPiL0lBW4cMazKMu2PvZnrydJamLlUdp+q5eMId30J5mdEkqlymKYmqdzTvKKOWjcJqtzK5/2Ri/GJURxJC1FWtRoBug911f22ppmncG3cvydnJbDqxSXUcoVJ2qjFYERQLN38ixay4JClo65in2j1F66DWvLLhFQ7nHlYdp+oFxsCQz+DYNlj8pDSJElUqPS+d28Xo/AAAIABJREFUUctGUWYr44t+X9DEr4nqSMKBaZrmr2naT5qmHaz46HeR4+6tOOagpmn3VtznrmnaEk3T9mmalqRp2tvnHD9S07TTmqbtqLjdX10/kzhPUBMIT3CYacc3Rt9IoFsgXyV9pTqKUKU0H7672/h8+Lfg7KE2j6gVpKCtYywmC+91fw8XJxeeXP2kYzSJir0Juj8PO6Yb6y2EqALpeemMWj6KElsJk/tNpql/U9WRhHgeWKnregywsuLrP9A0zR94BegIdABeOafwHafrejOgDdBF07Qbznnod7qut664Ta7Sn0L8tVYj4OQeOLFLdZIq5+zkzF2xd7Hh+Ab2Z+9XHUdUN2sxzBgBp5Jh2BTwl94U4vJIQVsHhXqEMq77OI7kHeGFn1/ArttVR6p6PZ6H+KGw4lVIXqQ6jahj0vPSuW/ZfRSXF0sxK2qSm4FpFZ9PA265wDH9gZ90Xc/WdT0H+AkYoOt6ka7rqwF0XS8DtgP1qyGzuFLxQ8FkgZ0zVSepFrc1uQ13sztTdk9RHUVUJ5sVZo+EtHUw5HNo3Ed1IlGLSEFbR3Wo14Hn2j9HYkYin+z4RHWcqqdpxjqL8ASY9yAc36E6kagjjuYd5b5l91FqK2VKvyk082+mOpIQvwnRdf0EQMXH4AscEw6kn/N1RsV9v9M0zRe4CWOU9zdDNU3bpWnaHE3TIio3trgi7v4Q3QMOrVKdpFr4uPhwR7M7WJq21DGWTgmw22D+Q3BgKQx6H1rerjqRqGXMqgOIqjOi2Qj25+xn0q5JNPFrQv+o/qojVS2LGwz/L0zuDTOGwwOrwDtMdSpRi/1WzJbZymRkViihadoKIPQC33rpck9xgft+bzagaZoZmAH8R9f136qHRcAMXddLNU17GGP0t9dF8j0IPAgQEhJCYmLiZca6uIKCgko5T10SU2QmOCeD9ZX8utTU1zrGFoNFs/Cv5f/ivqD7VMepVDX1NVdGt9Fs30eEnlzNoeh7SS9sBA7ye16XVfdrLgVtHaZpGi91fInDZw8zdt1YIr0iiQ2IVR2ranmFwIiZMLW/UdTe96M0FBBX5WzJWaObsc0qxaxQRtf1i8670zTtpKZp9XRdP6FpWj3g1AUOywB6nPN1fSDxnK8nAQd1XZ9wznOeOef7XwDv/EW+SRXnoF27dnqPHj0uduhlS0xMpDLOU7dsguM/0qNrF3CyVNpZa/JrfeTXI0zcNZEnmz9J6+DWquNUmpr8mlc7uw0WPAYnV0PPl2jU/TkaVcHTyGte/ar7NZcpx3Wcs5Mz43uOx8fFhydWP0FWcZbqSFUvNB6GTYXM3TDrXtnOR1yVcVvHkVWcxWd9P5NiVtRUC4F7Kz6/F1hwgWOWAf00TfOraAbVr+I+NE17A/ABxpz7gIri+DeDgeRKzi2ulEeQ8bHQAf4PrzAqfhSBboGylraustth4eOw87/Q40Xo/pzqRKIWk4LWAQS6BfJRr4/ILc3lmTXPYLPbVEeqek36w40TIOUnYy8zW7nqRKIWmbFvBgsOLWBk3EjiAuJUxxHiYt4G+mqadhDoW/E1mqa10zRtMoCu69nA68CWittruq5na5pWH2PacnNg+3nb8zxRsZXPTuAJYGR1/lDiAjxDjI8FJ9XmqEbuFncGRA1gw/ENFFoLVccRlW3nf43dKbo/Dz3+oTqNqOWkoHUQsQGxvHzdy2w7uY1JuyapjlM9Eu6FAe/AvsXw/cPG1BYhLmHRoUX8e/O/6RHRg0fbPKo6jhAXpev6GV3Xe+u6HlPxMbvi/q26rt9/znFTdV1vXHH7suK+DF3XNV3XY8/fnkfX9Rd0XY/Tdb2Vrus9dV3fp+YnFL/zrOj3VXhabY5q1qdBH8rsZfyc8bPqKKIy2ayw5h0Ia2PsUiHENZI1tA7kxugb2XRiE5/u/JRQj1CGxAxRHanqXfcwlBcb2/mYzEYnZJOT6lSihlp9dDUvr3+ZDqEdGNd9HBZT5a1VE0KIq/bblOOCCy2TrrtaB7Um0C2Q+SnzGdBwgOo4ojLoOvzwDJw9CgPfN3apEHWCXbez+cRmskuy8aB6+9dIQetANE3j1U6vklWcxasbX8XXxZeekT1Vx6p61z9pTDle/YaxnvbWSZXaVEPUDb+c+IVn1jxDrH8s/+n1H1ycXFRHEkIIw28jtA405RjAyeTEyLiRjNs6jg3HN9A5rLPqSOJalJfB4idhx7dw/VPQpJ/qRKISZJdksyBlAXMOzOFo/lGifaIZ4zPm0g+sRDLl2MFYnCyM7zGeuIA4nlnzDFszt6qOVD26Pwt9X4OkecbG3dIoSpxjT9YeHl/1OBFeEXzW5zM8LNIZWwhRgzh7gLOnw005BmMLwnDPcN7f+r5j9ACpq4rPwvShRjHb/Xno/U/VicQ1Ss9PZ+y6sfSZ3YcPtn1AoFsgb3d9m1k3zUKr5pF3KWgdkLvFnU96f0K4VziPr3qcfdkOsjyqy9/hhneNNbX/vQNK81UnEjVASk4KD694GD9XPyb1m4Svq6/qSEII8WceQQ435RiM3RrGtB3DgZwDLDy0UHUccTVyjsCUfnBkI9zyOfR8QaYa12InC0/y+sbXGTx/MEvTljKsyTC+v/l7pt0wjUHRg5TMcJOC1kH5ufoxsc9EPCwePLj8QZLPOMiuDB0fMtbRpq6FLwdCvmNN3xJ/lJ6fzkM/PYTFZOGLvl8Q7B6sOpK4Ena76gRCVB/PYCh0vIIWoH9Uf1oGtuTjXz+myFqkOo64EhnbYHJvKMiEv82H1iNUJxJXKas4i3e3vMvAeQOZlzKPoU2G8sOtP/Bixxdp5FsVOwhfPiloHVg9z3pM7T8VV7Mro5ePZtfpXaojVY82d8Od38GZFJjSB7JSVCcSCmQWZvLA8gcotZcyqe8kIrwjVEcSl8NaDHvmwX+Hw0x5YyQciHc4ZB10yAs5mqbxTPtnOFV8iml7p6mOIy7X3oXw1SCwuMPoFdCwq+pE4ir9e/O/6T27N9OTpzMweiCLhyxm7HVja8xAgBS0Di7SO5KvBnyFj7MPDyx/gC2ZW1RHqh4xfWHkYigrgil9If0X1YlENcoqzuL+5feTW5rLxL4TifGLUR1J/BW7DQ6tgvn/B+/FwJz74MQOCGpqdMwUwhE0HQj5J+DoRtVJlGgT3Ia+Dfry5Z4vOV3keGuJaxVdhw0fwax7IDQe7l8JQU1UpxJXKbMwk5n7ZtInsg8Lbl7A611eJ9wzXHWsP5CCVhDmGca0G6YR4hHCoysfdZxGUeEJMHo5uPrAVzfC3gWqE4lqkFOSwwPLH+BU0Sk+6/MZcQFxqiOJC9F1OLYdlr4AH8TCN0OM9e/Nb4Z7FsKTSUajN1mHJRxFs4Fg8YBd36lOosyYtmOw2q189OtHqqOIi7GVw5KnYPlYaD4Y7l0EnkGqU4lrsPjwYnR0xiSMIconSnWcC5KCVgAQ7B7M1P5TCfUI5bm1z2G1WVVHqh4BjYwrh2GtYfZ9kDRfdSJRhXJLc3nop4dIz0/no14f0Tq4tepI4nxn02HNu/Bxe/iiJ2yZDPXbw23T4JmDcMsnEN1d9pMWjsfZA5oNgr3fO2yn/kjvSP4W+zfmp8xn+8ntquOI85XkwYzhsHWq0Yhz2FdgcVOdSlyDzMJMZuybQZvgNkR41dylWVLQit8FugXyXPvnOF18mmVHlqmOU308AuDuucaI7eyRsOwlcJSC3oFkFmZyz4/3kHI2hfE9xtOxXkfVkcS58k/CytfhowRY/SZ4hsBNH8IzB2D4dIi7BSyuqlMKoVbL26EkFw7+pDqJMg+3eph6HvV4ef3LFJQVqI4jfnP8V5jU3VgecuMEYwaNScqM2qzIWsTDPz1MkbWIf3T4h+o4f0l+08QfdA7rTJR3FJN2TSKvLE91nOrj4mVMi2l/P2z82OiAfDZddSpRSQ6fPczdP9zNqaJTTOw7ka71pTFFjaDrkPqzcSFpfHP4eZwxAvX3XXDfEkgYCW5+qlMKUXNE9wT3QNg9S3USZdwt7rzV9S2OFRzjlQ2voMs6erV0HTZ9BpP7grXE6E/S7j7VqcQ1Ki4v5qV1L5Gal8r4nuNr/PIsKWjFH5g0Ey90fIH0/HQeWfGIY7XHt7jCoPdh2FQ4lQyfd4E9c1WnEtdox6kd3LP0Hmy6ja8GfEX70PaqIwm73Viz/lkXmHYjHFoNHR6Cx7bBbV+CXwPVCYWomZzMxrrElJXGWkUHlRCSwBNtn2D5keVMS5Kux8oUZcPMO2Hp89C4N/zfemjQWXUqcY1SclIYsXgEK46u4KmEp7iu3nWqI12SFLTiTzqHdea9bu+xJ2sPj696nJLyEtWRqlf8UHhoDQTEwJxRMO9BY4qXqHXWZqzlgeUP4OPsw9c3fE1T/6aqIzk2XYfNk+CzTkb3S7vV2Bf66X0w4N8Q2Fh1QiFqvobdoKzA6PTtwEbGjaRPZB/e3/Y+r2x4hfyyfNWRHMuRjfB5V2P6e/+3YMRMcPdXnUpcA13XmX9wPiOWjOBs6Vkm9p3IvXH3qo51WaSgFRfUp0EfXu/yOlsyt/BU4lOO0yTqNwGNYNQy6PEC7J5jjCSlrJAtQmqRhYcW8sSqJ2jo05BpN0yr0c0MHEJuBvz4HPz4LDh7wpCJ8MgmY19oaRoixOVrcL3xMe1ntTkUM2km3uv+Hve3uJ/vU75n2MJhJGUlVctz55XlkXwmma2ZW7HZbdXynDWG3QZr3zP2l3WyGLtFdHpEOs7XckXWIl5a9xL/3PBPWgW1Ys7gOXQOqz2j7WbVAUTNdVOjmyixlfDaxtf4x8//4N1u72I2OdCvjJMZejwPjfvAvAfg26HGqG3TAcZaW78o1QnFBdh1O5/v/JzPdn5Gx3odmdBjAp7OnqpjOaaCU8bU4j1z/7d3ZrvRMHCcNAsR4mp5BkFQM2P9+fVPqk6jlNlk5u9t/07PiJ48veZp7vzhToY3Hc6jbR7F29kbgLNFZRw5U8SZwlLKyu2Ultux6zpmkwkXswlvNws+FTc/d2fcnP/cQf1EwQm+Tf6WLZlbyCjI+MNocD2PejT2bUyIRwgh7sYt1COUhj4NCXEPQatLhd6pZFg0BtI3GbPZbpwArt6qU4lrVGor5d6l97I/ez+PtHqEB1s+iFMt20nAgaoTcTVua3IbxdZi3tv6Hi+ue5HXu7yOi5OL6ljVq347+L+NsPO/kLwYNn4KGz8xNrnv8CBEdZU35zVEQVkBL6x7gcT0RAY3GswrnV7B2clZdSzHUpxj/D3ZMwdS14Juh+Dm0GssxN1qzH4QQlybRr1gyxTj75s0TiPKK5bnW0zi2/0TmbFvBrP3LcK7ZCDZJ1uQV3Rlb3X93C2E+boR5uuGr1c+R+wLOFy0EZtupUVgawZGDaS+V33CvcKx2qwsTVtKZmEmSWeSyC7J/sO5PCweRHlH4WnxpLFfY+IC4ii2FqPreu0qdK0l8PP7sG48uHjCLZ9Dq+EyKltHTNo1iX3Z+5jQcwK9I3urjnNVpKAVl3RP3D2U2cv4cPuHpOWm8X7394nwdrDpmxZXaDfKuOUeM/bG3PYl7FsM3uHQYhi0vANCanYXuLosLTeNJ1Y/wdG8ozzf4XnubHZn7XrDUJuVFsD+H42R2JQVxtpYv4bQ9WmjiA1prjqhEHVLy9th06fG3untRqlOo4TVZmftgdPM236Mn5JPUlZuB7pidmuMV9gizrh+h6nBPNp5dKJb2AA6hXXEw9kVZ7MJkwY2u06J1U5eiZW8Yit5JVayCso4fraI9NwcDuce5FTpFHRzDuUFzSg9NYC1e/3Z6KRRz8eNmGBPmoR60SvkHzRp5kV0kAeaqZxTRac4UXCCw7mHOXT2EEfzj1JQVsC8g/OYnjwdgGnzp9G3QV8GRQ8ixi9G7Qv5V2zlsP8HWPkanDlovM/p/2/wCFSdTFSCYwXHeG/Le6w8upIbo2+stcUsSEErLtP9Le4nxjeGF9e9yB2L7+D1Lq/Tu0Ht/cW/Jj7h0OcV6P4c7FsCu2bBho9h/YcQ0Bjqtzf2tA1PgJB4MMsIYVVbeWQlL69/GbPJzBf9vpBOxtXBWgIHlxtF7IFlUF5sXNzp+JAxFS2sjVy9F6Kq1GsNQbGwY4bDFbRHzhQyc0s6s7dmkFVQir+HM3d2iKRns2AaBngQ5uuKk2k0e8/sZX7KfH5I/YEvDq5l8kENf1d/vF280bjwv02ltlKyirMo1UrBG5w0J8Z3/4Qwl5YcP1vMsbPFHD9bzNHsIg6eLGDNgdOU243eGiYNogI9aBriRZMQX5qGdueO6EFE+LvjYnai3F7O4dzDzFo3i6MuR/kq6Sum7JlC84Dm3NzoZvpF9SPQrYYUijarsUZ71ZtwbKtxgfJv842ZAaLWK7OV8VXSV0zaNQmTZuKJNk/UmuZPFyMFrbhs3SO6M+umWTyd+DRjEsdwU/RN/KPDP/Bx8VEdTQ2LmzEy22IYFGbBnnnGhuIpK2DnDOMYzQl86oN/NPg3ND76NQTfCKMxjrOHcSstgJNJUF4CZ48a0zRNTmCumN5dnAOeIeDbwJi+6RGg7ueuQUrKS3hvy3vMOjCLuIA4PujxAWGeYapj1V12G6StMy7iJC+E0jzwCDIaO8UPhYiOMv1eiOqgadBiKKx6A/JOgHc91YmqlK7rrD2YxeSfD/PzwSxMGvRqFszt7SLo0TQYZ/Of/92JC4wjLjCOZ9s/y8bjG0k6k8TpotN/2Q3ZbDIT5BZEkHsQIe4hxAbE0sDb2EasaajXn44vK7eTdqaQ/Zn5HDyZz/6T+ezLzGdpUubvPSQ1DcJ83IgKdCfS34OiMx3o2uJv9Asq4kDhz2w6vZS3fnmLd7a8Q5vgNvRt0Jfekb0JcQ9hTcYa/F39aRHYonpnHH3/iLHXsYu30cAvfpjRV0TUelsyt/D6ptdJzU2lb4O+PNf+OUI9QlXHumby2ymuSLhnON/c8A2Tdk9i8q7JbDyxkbEdx9IrspdjT+/0CISODxo3XTc6uh7bBif3QHYq5KQaU8OKcyrn+bzDIbSFMQoW1hbC2zrcFKCDOQd5bu1zpJxN4b74+3i89eNYnCyqY9U9ug7Hf4WkebB7LuQfB2cvYy/MFsMgqpu80RFChWY3GgXt/h+g/WjVaarM0j0nmLDiIPsy8wn2cuHJPk24vX196vlcXnd0FycXekT0oEdEj0rP5mw20STEiyYhfyx2i8tsHDpdwIGT+aSdKeLomULSzhSxPCmT7EIrCw7tqTgyHBiNyeUErj5JbC9LYtvJt3n7l7dx1gMo084AYLaF4GFvhtkeDGXB2EoDsZb50LVxMP3jQrHpOuU2nXK7HZtdp9yuY7Pr1PdzIzrIE/vv99kptxvH2uw6Nt34WG7Tf1/X6553iJa7Z7PQ5QZ+CLwfj/2BBB9Pwc8D7OaTFHOMYG937o6/5Q8/c5G1iL1n9pJTmsO+7H1kFmaSWZhJdkk2FpPFuDlZcDO7EeUdRaewTnQN7+rY7x2r0amiU0zYNoFFhxcR7hnOp70/pWv9rqpjVRp5FyKumMXJwqOtH6V3ZG/GrhvLmMQxtA9tz9MJTxMXKGtI0TRjBNY3AuL++A8+xTlGgZt3DMqKjL0EywqN0dh6rcHsaozkmpyM0bDyUtBt4OYPBZnGY08mQeZuyNxlTPWk4jKwTySEt/l9urNmr5tbLem6znf7v2Pc1nF4WjyZ2GcincNrT2v5WkHXjT0uk743LsScPQImMzTuC/3fhKY3yFY7QqgW1MyY8bNvSZ0saAtLy/ks8RAfr06hSYgn425rxU2t6uFirvndV92cnYgP9yE+/M8z2FauWk2Ldp04XVBKVkEZWfmlnClsRlZBF3KLrJwsSedY2S/k6ntpYO6Hs8mVTH0jBaYt2LQicAG8wIQzi1IHMXtbx0rL3dW0i1fMX/NugB/f+iZh0l9Ez/fElqujWc6gaf/bunDS2hSC3ALRnTMoMh3ilHUPVr0EAJPmRKBrIPU8Q4nwisCu2ymzlVFmLyOrOIutmVv5NvlbBjcazG1NbqOhT0PHne1XxUrKS/h679dM3j2Zcns5D7R4gAdaPoCbuW79Hy4FrbhqzfybMePGGcw9MJfPdn7G8CXD6degHyOajSAhJEGuul2Imx+E+xkjqlfKP9q4NT5n7XJpPpzYCce2w/Htxqjw3gUAdHFygzMDoOkgiOkLbr6V9EOok1OSwysbXmF1+mquD7+eN7q8QYCbTL+uVGePGltUZR0witiG3aHbs9BsELj7q04nhPiNphkzJTZ8DPmZ4FX7pw0CFJSW8/XGNCb/nEp2YRm3tg3n7VtbXnBacW3kZNII9nYl2Nv1Ike0BAb96V5d1zlTcoa03DTS8tKYnzKfQ+afmHD7g3g5e2E2mTA7aZhNGk4mDZOmsT8zn1P5JTiZTL/f//tHJ+MYs8mER/5hGmx/G/+MleR4RjLPP4BWAc1oHtCcM8VnsOt2IjwbEuDcAE8tnI+TXieLaeQAlINeFoC1sCXl+c3RbZ7YS0PJ1c2ccjUT6e9OgwB3GgV40DDQg+hAD+r7OzPn0FdM3DWRhYcWAtDYtzEdQjvQoV4H2oW0kwL3Gum6ztK0pYzfNp4ThSfoE9mHpxKeqrNNXaWgFdfEYrIwvNlwboy+kal7pjJj3wyWH1lOlHcUw5oM46ZGN+HvWnvfBNvsOlkFpZzOL+V4Xi57s/aTW1yOh94Au276w9QeMKYfOTuZsDiZcDabsDhpuDub8XW34OtmwdfdGT8PC75uF97r7oq5eEHU9cbtN4VZkP4Lp9ZMJSxtvTHCZjIbxzS70bjVsvVWuq7zY+qPvP3L2+Rb83mu/XPcFXsXJq1uvMGpUVb/2yhqb/oPxN4kRawQNVnbe42GhL9+Y1x4qsXKbXa+25rO+8sPkF1YRo+mQTzeK4aEBrItEYCmaQS6BRLoFki70HbEBcRx++LbGb/naTqEdqB5QHMivSLxd/HHz9UPV7MrYb6XGIU7sQt+Hgd7F6I7e5Le/Wlme7hSlPwNTyU8RduQC19879jwE1YeXUkTvyY0D2iOt7P37++HMnKKSM0q4siZQo5mF3HkTBHJJ/L5ae9JrLb/jfD6uTehSehbBAXkYHbLJKs8mbkH5/Lfff/FpJnoHNaZoTFD6RnRs9btiapaWm4aL69/mR2nd9DMvxlvXv9mnW+WKQWtqBSezp480fYJ7m9xP8uPLGfOgTmM2zqOCdsm0C60HfVL6hNyJoQYvxjMpqv/tdN1nYyCDPZl7yO7OJu8sjzyyvLIL8unwFpAgbWAwrJCCssLKSwrpMBaQJG1CE3TcDW74urkiouTy/8+N7vg6uSKCQvWcjOlZSaKSk3kFBeSW5ZDsS0PnPLRzAVopv9N4dXtFvSyQHRrECZrMFp5MFiDsZb4U2Z1xq7/xQ9RwcVsIsDDmWBvV8L93Ghez5sgTxf8PJwJ8HQmws+dQE/nKx/p9giEZgM5kOlOWLduRofCfUuM2w/PGLf6HYxipelACGx8hX8K1SuzMJM3Nr3Bmow1tAhswb86/6tmb3NQW+UeM/ZX3vUdXPcIJNTujodCOISARtCwG2ybBl3GQC3tI7AhJYvXFu9lX2Y+HaL8eXFkLK0jav+soqoUGxDLs+2e5YfUH5iePB3recuMLCYLXcK78H+t/g8dHavNSrm9nFJbKfknfqUgeQGFp5PJd3YjrXkntuvFnD46G4AOoR1oE9zmos9d36v+n7rimp00zE7QONiLxsF/bqBVbrOTkVNMalYhh04XcOh0Ackn8knc4USJ1R9oDtyMn38mQcGp/Jq5iXXHniTWvzlvd3uLaJ/oa37N6jpd15l7cC7vbnkXZydnXuv8GoMbDXaICwJS0IpK5W5x55bGt3BL41s4mHOQxYcXs+roKjblbWLO4jm4md2ID4ynZWBLWga1pEVgCwLdAi9atGUVZ7Ena8/vt6QzSZwtPfuHY1ycXPB29sbT2RMPswcezh4EuAXgYfHAw+KBu9kdHZ2S8hLyS4s5VZBPdlEhJ/MLKSjLp6T8NOV6mVGwalY0kxUnzYKrsw9hFj/8XaMJdAsg2COQxn4NcHOBlLPJpOWlkZqbyvHCPdh1OwAWINQ1gGD3YELdw2js25SGXk0JcW2MzerB2aIyzhZbySkqI7fI2PPuZF4JO9PPsmTXiT/9/G4WJyL83Yj0d6e+nzuR/hW3AHci/NwvPcprMkFEB+PW919wer/RnTZ5Efz0snHzbWCs5Y3oaGy50uD6GtHk52jeUWYfmM3sA7Ox2W082+5Z7oq9yyH+Ya5WpfmwboJRzNrLjQsd3Z5RnUoIcbmuexRm3AG7Z0PrO1WnuSK5RVbeWLKX2dsyqO/nxqd3teWG+FBZsnSZ7om7h3vi7sFqs3Io9xAnCk6QXZJNdkk2WcVZzD4wm8T0xIufIMAPDY1Qk432wR1JCEmgbXBbGvk2qvQ/A7OTiahAD6ICPejZLPj3++12nWNni0k5XcChUwXsz4xi29GmZJ7ugtl7F3vLFzFk/nDaeT5Av8j+xIX70DjYE1eLvBc41+Hcw7yy/hV2nN5Bx3odebPLm4R4hKiOVW3Uv2sVdVaMXwxPJjzJkwlPMnfFXNyi3dh5eie7Tu9iWtI0yvVywLiKGOAWgLvZHU9nT1oFteJ4wXH2ZO3hZNFJwNgLrpFvI3pF9iI+MJ7mAc0JcQ/By9kLFyeXCz5/WbmdPcdz2ZqWzda0HJKO53HsbPHv3/d1t9Ak2NgMvVGQJ9FBHkQHeRLh54bZ6VJTWW/63/PYyjiad5TUvFTSctPIKMjgdNFpDuUeZHXGyt+PC3YPpr5nfep51iPMO4wmYeH09AqnoXdD8svyWZ62ktOFZ9mfsx+rzY5Z90e3+lJQbOH/27vvOKmqs4HjvzNle++9sSyw9I40wQKiIhqNItgLliS+MWoSY49J1EiMGjUxmqBBwYIVEREiKyK9Sq/L9t42d2mJAAAgAElEQVT77syc94874KoY2u7Mzu7z/XyG2Ttz586ZM5dz5jn3lJ3NxazLacCWbUPbfdB2P7TdnwBLBHH+caSFJJISHkpCqC/J4f4khfnh0Me5TBzZByLvM7qmVeUY64gezgKrnzHB1L5PjQmoksYYywNF9YOUCRDoukLxUPUh5u2cxyeHP0EpxcT4idw78l4SA7vnuA+3sbcZ3RRX/gkayoxlGc59GEKT3Z0yIcSpyJgK0QNh9V9h0EyPWTpr2a5iHvxwJ5UNrdwxqRf/d25vCVJOk9VspW9YX/qG9f3O4zP7zuRg5T4sBVuw7F2CpfwAvr7hBAyeRcDg2QT4R+Fn9XPr8B2TSZEY5kdimB+T+3wb6FbUt7A5ZySrDk/gs7Kn2dDwPGs2LqN58QzM9nB6RQaQGRdEZmwQ/WKDyIwLIszfy22fw13sDjsL9i7guS3P4Wvx5fdjf8+M9Bk9bkiWBLTCJcIt4UxKm8SFaRcCxqxreyr3sLtiN6WNpZQ3ldNsa6asqYwFexaQEJjA8OjhDIgYwICIAfQN63vCGdma2+xsyK5k4xHjti2vmuY248ppSrgfw5NDmT0miX6xQfSLCSI6yLtDWiC9zF6kh6aTHvrDrru1rbXsrdjLropdHKw+SGF9IdtKt/FZw2fYtf0H+1uUhYywDCwWE8WNWylvKgfAN8CXSKs/CjN1rXU02xsBsAG5QG4r6HwfKGxB2wPQraFoWyiBexcT4RNLfEA86aGJZEYmkRoRQmKYH8GhyTDqVuMGxqzLB1cYXZMLtxoBrraDMhnjtC54otNmtq1trWXZkWUszV7KxuKN+Jh9mNl3JrcMvKXrLDTfXdjbYNM8WPM81ORB0llw9duQMNzdKRNCnA6lYNxd8P6tcPgLSD/P3Sn6n8rrW3jk410s+aaIfrFB/Pv6kQxMkAmAOlRdCXzzNqnVuaQe+NyYqT6sF5z3JAyZ/e0a911YeIA3U/rHMKV/DI85xrFgz0Ke3/o8vkHPMTH4HmorI1l7qIIPthYce01MkA+ZcUH0iw0kMzaYzLggksP83PgpOteawjXM3TSXA1UHODvhbB4d+2iP/c0kAa1wCx+LD0Ojhh53jIbdYT+pbqVaaw6V1fPl/nK+3F/G+sMVtNgcmE2K/nFBzBqVzMiUUIanhBIV+GOzCXauIK8gRsUas/a1Z3PYKG0sJa8uj8M1h2m2NTMjfQaBXoFYTd+OgWq1t1LbWku4T/h3gu82extVLVUU1hdSUF9AYX0hRQ0l4PChoLaMgvoCSurzaTbtJA87eY2wrhF0vkLbAnG0hWFxhBNsjSbSN5JWUxHRPkkMjhzOgMyHSRoXRJSvIqj+AGrbQtjwsjG2MnG0MV4rdSLEDj7t8Vot9hbWFq4lvy6fnNocPjr0EU22JlKCUvjZkJ9xVZ+rCPWRiUA6XEM5fPwL40p84hi46C/Qe4rxg1gI4bkyL4XPH4T1L3fpgHbl3lLueXc79c027jk/g9sn9cJ6wh5R4rhsrcaEj0evyNttcHA5bJkP+z8zGqS9gyE6E6b+yVhuzUOH7JhNZq7tfw3nJZ/LXSvvYkPd33jpwpcYEnUulQ2t7CmqZXdhLbud91/uLzs2Waefl5mkAE2O1xFmDIkjxM/zr+Ieqj7EXzb9ha8KviI+IJ65Z89lSvKUHt1VXwJa0eX8r2BWa82Ogho++aaIT3cUkV9ldCHuFenPrNFJTMyIZGRKGAHeXfvUtpgsxAXEERcQx+jYH19DzsvsddzWNqvZSpRfFFF+UQyJGnLc12ZlZTF+4njKGsvIr8/nUFUee8uPcKQmn6KGQqpacqhxbKHGocFuJtdmZ2P9q+jDCm33R9v8UfZgvFU4vWN/yihdysDKHDJy/0jEF7/HT1lwhKVjjumPis6E8N4QkmTcfEOPBUltjjby6vLIrs7mcM1htpZuZWPxRprtzcfy4sLUC7m679X0D+/fowvkDtdQATlfQ84ayFkNxTsBDRfO/fbKvBDC81m8YMRNkPUEVBwyJovqQtrsDuYu28fLqw7TNyaQt+aMISP6hxMHiRNwOIxg9Zu3jV5UfS6A8XfDN+8YY6jrS8A/Csb+AoZe2+UnfTxVsQGxPDv5Wa779DquXXot5ySew13D7mJcei/GpX/7W6m5zc7B0np2F9ayq7CGL3bm8cjHu3h08S4yY4M4Ky2cs3qFMzI1jCAfz5lIrbK5kpe2vcSi/Yvws/hx74h7ubrv1XiZPT9IP1Nd+1e/EE57i2tZvL2QT74pIqeiEatZMaF3JHdOSmdiRgQJod23S8mZsJgsxAbEEhsQe9wp29scbZQ1lhHpG8nh6mw2Fu1iT3k2RfUlVDRVUN1aTr1tN7upYTeALxAaB4BJKwLsjYRWrSO8YhV+Dk2Aw4FdKarNVqrNXtRYzFQoO3a+Hc+bHJDAT3r/hIkJE+kb1her2UqQV5BrMqQnqMmHja/CvqVQttd4zOILiSNh8u+Mma1jBrg3jUKIjjf8Rlg1Fza8AtOedHdqjimobuIXC7awJbeaWaOTePjiTBkreyq0NtYZPrgC1r5glOv+kUZPqV0fOJfmsxpjqQdfbdx76GzXJyM+IJ7Fly1m/u75zNs1j598/BOmp03nziF3Ehdg/D7xsZoZEB/MgPhgIJHJweWEpQ8ha18Zaw6V8591Oby6OhuTgoHxwYzpFc6kjChGpYZhNnXNRvWi+iIuX3w5jW2NXNnnSu4YfIf0ZGtHAlrRZVU1tPLRtgLe3ZzPrsJazCbF2F7h/GxSOlP7xxDs130LbFexmqzHKoA+4Rn0Cc847n4t9hZKG0rJrs7nYFU++bWllDVUUdFURU1LNbltNdhsNdgdDZi0HX+bJrTVTr+mVpLtjfS1NZLWaiOlrQ1/nUvDjm1UWhZSbfHHS2nqzWa0VwAmqzfeyoGXsmHFhtknAHPKWFRQHPhFGEsS+UcYf3v5S1fZo6rzIG89HPoCdr5njJNNGQ+DrjRmrY4balzBEUJ0X4HR0P8y2PoGnPOAsU65my3fXcK9727H7tD87eqhTB8c5+4keY6WevjwdjiyGpqqjMeiMuHyfxldzE1mo/FSKej/kx61Zrif1Y/bBt/GlX2u5F87/sXCvQv5NPtTrupzFbcPvp1g7x+OyR6UEMKghBDuOrc3zW12tuRWse5QBWsOVfCvr7J5+cvDRAR4MbV/DBcNimVMajimLhTcri1aS11rHfOnzf/Rnnk9mQS0oktxODRrD1ewYH0uy3eX0Gp30D8uiEenZ3Lx4DgiArr+RAbdkbfZm8SgRBKDEpmYdOL97Q5NZUMrZXUtlNU1U1NZyv7KHA7U5GKty8e3sYCA5hIsbQ00ORR2ux1/KvCmjTYstGKhTZuJVEX0yV553Pewmbxp9grD5hOGwy8C5R+BNTAS7+AYLIERqIAoCIyFoHijovew4De3opFt+dV4mRVWswkviwmr2YSPxUS4rYSQ8k34563ClLMaap2TYngHw8CfGrNYy2zFQvQ8o2+HHe/AtoUweo7bktFqc/Dk0r38++tsBsQH8cLVw0iJ8HdbejxKXTHkb4JN/4bDK2HoNUYgmzgaYod8dxbrHj50JNQnlHtH3ss1mdfw9+1/Z8HeBazMW8kTE574n+vo+ljNjO0VwdheEfwKaGix8eX+MpbsKOL9LQW8uT6XmCAfZo9O4taJaV2iR8H+qv34WnwZFDnI3UnpkiSgFV1CdWMrizbn8+b6XLLLGwj1szJ7TBI/HZ5IZpx0R/U0ZpMiMtCbyEBvIAiIAn68m6vDoalrtlHZ2EplQyt1Da1UNrayq6GVxXU1tNWW4qgvh8ZyrE3leLVW4ddaRXhbLWENtYRX5hKmdhFBDVbV9oPjt2Kl0hxOtSWSOmsk9d7R1HtH0egdhc07GIc1AId3CM3+cVitXnhZjADS9L0gWDuXQtLOfzSao6sjaWBfXhsF63NoszlosTlobnPQbLPT3GZ3bttpaXPQYjO2j968LSb8vczYHBqbXdNmd7A9v5o2u4M4Khhoymag6TCD1GEyTNmEqXoAKnQgGxjAXq9plAQPxhHVn3j/IJKOmOnTVEuvKH+8Le6viEXnUEqFAW8DKcAR4EqtddVx9rseeNC5+Qet9evOx7OAWODoemZTtNalSilv4D/AcKACuEprfaTTPojoOAnDIX44rP+HMabWDWuK51Y08vOFW/gmv4YbxqZw/4V9pRw6nqYqqDpi3CoOQdE2KNjybQOlyQIXPOXWhglPEeMfw2NjH+Py3pdzz5f3cN3S6zg/+Xx+M/I3J7UWq7+3hQsHxnLhwFiaWu2s2FPCe1vy+cvy/by+9giXDoln5qhE0qPc1+thX+U+eof27nHL8ZysMyrpOqsyPZM0Cc+yv6SOf6/O5oOtBbTYHIxIDuWuc9OZNiC2S7SICdcwmRTBflaC/ayknmQrvs3uoKapjarGViob2tjZ0EpVQwt1dTWohnLMjWV4NZXg21yCf0sJga1lhNjKiG/YTUT9Kryw/eCYTdqLXTqFHY5UNjl6scIxjHpOcXz2rp3f2bSaFT4WM95WE94WMz7Oey+LCW+LiSAfCy1tDsrrW7GYFRaTcUX274lfcE7pa5gcRoCulZnGkAyqQy5ga2Ameb6ZHLGmUdNsp6K+hfyqJvIPVlNSV3wsyLaYFGmR/mTGBjEsOZThyaH0jQnqsmOExCn7LfBfrfWTSqnfOrd/034HZz39CDACo91ls1Lq43Z19Wyt9abvHfdmoEprna6Umgk8BVzVmR9EdKBxv4R3roXtC2DYdS596093FPGbRd+Agn9cM4wLBsS69P27JLvNmLCpbA9UHWF47k5YVw7NNd/dLywNkscaDRLxwyFmYKctldddDYocxEczPuL13a8zb+c8yhrLeH3a66d0DF8vM9MHxzF9cBxrD1Xw2ppsXltzhFdXZzM+PYJz+0WRGuHPxN6RLuuSrLVmf9V+pqZMdcn7eaIzbbrrrMpUdGNaa746UM6rq7NZtb8Mb4uJy4cncO2YZPrFytVYcXIsZhPhAd6En043dK2hsQLqiowfFc212BsqsBTvZEjRVoYXr0LZlmH3Daclfiy2wHjsQQnYAhOwByZgC4wHn2CUyYTi297M69auZezYsVjNRrDqYzWfXvBob4O/zILYQcYkH3FDUdH98bf64g/EAz/WmarFZie3opG9xXXsLa5lX3Edaw9X8OG2QgACvC0MTQpheHIoI5LDGJIU0uVnBRc/agYwyfn360AW36uDganAcq11JYBSajlwAbDwBMd91Pn3IuAFpZTSR7soiK6t33RIGAkr/wQDLjfmG+hkzW12/rhkD/PX5TA4IZgXZg0jsRuv/3lCdhtUHoLS3Ub37wPLwOwFIcm0eoVAv3MgNMW4haVCSDJ4B7g71d2Cn9WPOwbfQax/LA99/RAvbH2BAfr0JkI8q5cxG3J5fQtvb8xj/tocVh8sByA9KoA5E9KYMTSu03sglDSWUNtaS5/QPp36Pp7sTH/FdFZlKrohrTVf7C3l2RUH2FFQQ2SgN/dOyWDW6GTC/GXCGuFCSn07wZST2XkDwGGH/E2Y1zyPX9keOLIcbM3fPYZXIATFQkC08aMkIoOM2jqiq/2Mx8xhQCBwGgHtoS+MgHvGS8ayDKfA22Kmd3QgvaMDj03AorUmv6qJzTlVbMqpZNORKp777wG0NrqHj0oJ47zMaM7rF0VyuIxz8yDRWusiAK11kVIq6jj7xAN57bbznY8dNU8pZQfew+hBpdu/RmttU0rVAOFAeSd8BtHRlILzH4d5F8C6l4wx9Z0ou7yBny/Ywq7CWm4Zn8qvL+iLl6UHdYvU2ugynPO1MTlfyU4o3Qv2FuN5kwWm/RlG3gImMzuyspg0aZJbk9wTzOg1g/VF63llxytk+GTQv6H/SXU/Pp6IAG9+Njmd28/uRWVDK2sOlfOPLw/z6/e+Ye7n+7hpfCrXjEnutMbh+bvnAzAgQlYo+DFnmvOdVZmKbkRrzbZSG8+8+DXf5NeQGObLU5cP5NKh8TKuRnRNJjMkjYakN41traGhDGryjBmFj97XFRkTeOz/DLbOpz/A7j+3O5AyZhr1DjS6jpksxvIK5qP3VuO94obCkNnG8Q4sh20LwC8c0s/tkI+jlCIxzI/EMD8uHWoUv3XNbWzNrWbt4Qq+2FPK45/s5vFPdpMRHcClQ+O5fFgC0UE+HfL+4vQppVYAMcd56oGTPcRxHjtaz87WWhcopQIx6uBrMcbO/q/XfD99c4A5ANHR0WRlZZ1ksn5cfX19hxynp+sfMZrQL//C+ubetHmFHHefM83rdUU2XtvZgtkE/zfMm6EBpaxZ3f1HjpnsrUSVriK2aDm+TUV4tRndh1utQdQHpNEQO436gGQa/FNo8o3B3uQHq74C5Px2pSl6CkHhQbxb8S6XvH8Js8JnMdhv8BkfNxj49SDNrngflma38uTSvfxtxV6mJFs5L9mKv7XjuiJ/Wfsli6oWMSFwAmU7y8giq8OO3ZlcfZ6rE8WPJ6hMX9dah7Tbt0pr/Z1FkZRS9wHeWus/OLcfAhq11n9RSsV/rzJ9Q2v9nx9JR/tKc/hbb7110h/yx9TX1xMQIF08OlNenYM397Swt9JBpK9iei8rY+MsWGQMX6eT89u1LG312KtyCbE0491SicVWj8XWiMXWiNnegNneitL2djcbJocdk6OVwLoDKGe84FBmKsJHkZt0OXVBvV2W/tJGB9tK7WwqsbG/yoECBkaamRBvYWiUucv+n+2o83zy5MmbtdYjOiBJLqOU2gdMcjYoxwJZWus+39vnauc+tzm3X3but/B7+90AjNBa/1wptQx4VGu9VillAYqByBM1OI8YMUJv2nTmI4iy5ApWxyg/AC+ONiaHumjucXc53bxubrPz+Ce7eXN9LsOTQ3n+6qHEh3Tz8Z6tDbD7I9i7BA6thLYGiB5oDA1JGAnJ4yCi9wln1Jfz2/XeWf4O77W8x+6K3VyRcQX3jbgPP2vHdYnfnlfN3744yIo9JQR6W5g5KpGLB8UxOPH4DUkna8nhJfz2q99yTuI5zJ00F6vJc5ar7KjzXCl1UnXzCa/Qaq3P+x9vUqKUim1XmR6vWS6fb7slAyRgdE1Ga13gvK9TSi0ARmG0Dh8vHf8E/glGpdkRmSSFSuepaWzjmeX7mL8uhyBfK9dmWnh49rlYzT2oG5KbyfntellZWQw+nTwv3AqleyA4AVNUJpH+EUR2eOpO7ErnfXZ5A4s257Focz4vbmshzN+LGUPiuHJEYpcb597Dz/OPgeuBJ533Hx1nn2XAn5RSRxubpwD3OwPVEK11uVLKClwMrPjecdcCVwBfSO8pDxTRG0bcaCz/Mvx6Y5KhDpBb0cidCzazs6CW2yamce/UPt2/bs9Za0y01VAGgXEweCb0uxjSJnvcknA9UZQ1ijfOeYMXtr3AvJ3zWFOwhrtH3M3U5KmoDvj+BieG8Or1I9hdWMuLKw8y7+sjvPJVNuf1i+a30/qSHnXqja77Kvfx2NrHGB493OOCWXc40y7HnVWZCg9ld2je2ZTH08v2Ud3YyuzRyfzq/Ay2b1zT/Ss8IU5X3FDj1kWkRvhz39S+/Or8Pqw6UMaiTfm8sS6HeV8fYWhSCNeMTuaiQTITeRfwJPCOUupmIBf4KYBSagRwu9b6Fq11pVLqcWCj8zW/dz7mDyxz1r9mjPr3Fec+/wLmK6UOApXATNd9JNGhJj8Auz6Exf8HNy83hjicgeW7S/jVO9tQwCvXjeD8zNMbk+hRqo7AuzcYQ0d++roxE7EEsR7HarZy9/C7mZgwkSfWP8F9X97HwqiF3DPing5b2zUzLogXZw+jtrmN+Wtz+HvWIaY+u4qZIxP5v/N6ExV4csN4iuqLuHPFnQR6BfL0xKclmD0JZxrQdlZlKjzQ5pxKHv14NzsKahiVEsYjl2TSPy7Y3ckSQpwms0kxuU8Uk/tEUdXQyvtbC3hzfQ73vLudPyzZzZUjEpk1OkkmknITrXUF8IOB1s6VA25pt/1v4N/f26cBY53Z4x23GWd9LjycXxhMewreuxk2vgqjbzutw7TY7Dzz+X5eXnWYgfHBvDS7h8xifHAFLJhpzHdwzXsQI5PyeLrh0cN5++K3+eDgB/xt69+Y/elszoo9izmD5jAipmNGnQT5WPnZ5HRmjkzk+f8e4M31uXy4tYBfnNubm8al/mDStNzaXPZU7mFK8hRqW2u5fcXtNNmaeG3aa0T6uaO/luc5o4C2sypT4VlKa5t5cule3t9aQHSQN8/NHMIlg+M6pBuHEKJrCPX34ubxqdw0LoW1hyqYvy6HV1dn88+vDjOxdyTXjklmct8oWeNWiK5mwOXGRHP//T30vQiCE07p5V8fLOc3731DflUT14xJ4sGLMntO74z1L0NAFNy0DEIS3Z0a0UHMJjNXZFzBtNRpvLPvHV7b9Ro3LruRmX1m8sCYk51v78TCA7x5bMYAbhiXyh+X7ObJpXt5Z2Mej1zSn9FpgawuWM2HBz9kVf4qNJo/jv8jC/YsIK8uj5fPf5mM0IwOS0t3J4sPitPWanMw7+tsnv/vAdrsmjsm9eLnk9PxlzUthei2lFKMTY9gbHoExTXNvLUxl4UbcrnlP5uID/Fl1ugkrhyRSGTgaawPLIToeErBxc/AS2fBp/fBzAUn1WW2xWbnL5/v55+rDtMr0p83bh7N+N4RJ3xdt9FQYSyhdtbPJJjtpvyt/tw44EZm9p3JUxue4q19b3FZ78vIDM/s0PdJjfDn1etHsnJfKY9+soFbP/4jfpFfY6eZMJ8w5gyaw5LDS3hg9QNYlIVnJz/LyJiRHZqG7k4iD3FavtxfxmOLd3G4rIFz+0bx4MWZpEZIt0MhepKYYB9+eV4GP5uczordJbyxPoenl+3j2RX7uWBALNeOSWZkSqj01hDC3UJTYPLv4PMHjZl6+1/6P3ffkF3Jox/vYndRLdeMSeKBCzPx9eohV2Vb6mDHItg8Dxw2GHCFu1MkOpmvxZd7RtzDF7lf8PP//pybB97M5b0vx8fScUvXFTcU80nR01RGfI430FY/CFvNKKYPP5+b+/chLTiNh9c8zBMTnuDsxLM77H17CgloxSnJrWjk95/sZsWeElLC/Zh3w0gm9z3e8sNCiJ7CajYxbWAs0wbGcqisnjfX5fLu5jwWby+kT3Qg14xJ4tKh8QT6yMQWQrjN6Dtgx7uw9NeQMgH8w3+wS32LjUc/3sWizflEBnrz6nUjOK8nTPwEULjNCGJ3LILWeojKhIv/aizLI7q9QK9AXjz3ReZumsuTG57k1R2v8ptRv+GClAvO6Li1rbV8fuRz/rb1bzTZmrh5wM1MSZlCmCWNP326hxdWZvPB1mIevGgoa65eg5fZq4M+Uc8iAa04KY2tNv6edYiXVx3GYlL85oK+3DQ+BW9LD2mxFUKclF6RATw8PZN7p2aweHsh89fl8NBHu3hy6V4uGxbPNWOS6RvTtZb+EaJHMFtgxovwyjnw4R0w6+3vPL0tr5r/e2sreZWN/HxyOj+bnN79r8o2VRkB7Nb5ULQdLL7GmOPhN0DCCJnNuIcZGDmQ16e9zsbijczdNJeHVj/E0MihRPuffKPO+qL1bCrZhM1hY3vZdraVbqPN0UZGaAZPT3yatJC0Y/s+f/VQZo9O4pGPd3HHm1u4dkwy907pQ7CfNP6eKgloxf+ktWbJjiL+tGQPhTXNzBgSx/3T+hET3HHdMIQQ3Y+fl4WrRhrjabfn1zB/bQ7vbMrnjXW5jEwJ5ZoxyVwwIEYaxYRwpZiBMOUPxlXadX8HMmm1OXhx5UFeXHmQ6CAf3ppzFqNSw9yd0s7TUA6HVsL+z2DPYrC3QMwgmPY0DLoSfEPcnULhZiNjRvLMpGe45INL+MUXv2Bs3FhsDht5dXnk1efR2NZIsHcwQV5BWEwW6lvrqW2tpbK5kuqWagDMykzfsL5c3fdqLky9kMzwzOMOvxmdFs4nvxjPU5/t5ZWvslm0OZ+fjkjgmjHJZEQHuvqjeywJaMWP2ltcy6Mf72Ld4UoyY4N47uqhjEzpxpWcEKLDKaUYkhjCkMQQHryoH4s25/PG+hz+761tRAR4HVv6JyG0BywBIkRXMGoOHM6C5Q9T1/tPXPKCib3FdVw6JI7HZgwg2LcbXh1yOODIV7D5NSOIdbSBTzAMuw6GXQuxg92dQtHFxAfE8+CYB5m3ax6v73odkzKREJhAYmAi/lZ/altrqW2txeawEWgNpFdIL0b6jCQ9JJ1Lel2C2WTG23xykyNazCYeuCiTy4Ym8K/V2by1IY//rM1hZEoos0YnMW2ArPt+IhLQih+oaWzjryv2M39dDoE+Fh6/dACzRiXJchxCiDMS6u/FrRPTuHl8KqsPljN/XQ7/+PIQ//jyEOPSI7hwYCxT+8cQ5i9jiIToNErRctHztLwwloF759Jm/TOvXndW9x0rW1cM798K2avAJwRG3WpciY0eYKwvK8SPuKz3ZVzW+zK01mg0JmU68YvOQGZcEH+5cjC/u7Avizbns3BDLne/vZ3HFu/m0iHxDIgP5oIBMQTIaiI/IDkijrHZHSzcmMczn++jpqmNWaOTuOf8PoTKj0shRAcymRQTMyKZmBFJQXUTb2/I5ePthdz//g4e/HAnY9LCjgW3EQGy/I8QHWlzThX3v7+bwLo7eNv7DyyLexVLn4vcnayOY2+Dkp1Gt+J9SyF/I5i94MK5MPRasMqQKXFqlFIoXHdRJzzAm9vO7sWtE9JYe7iCBetzeXN9Dm12zeOf7OamcancMC6le/amOE0S0AoA1hws5/ef7GZvcR2jU8N4eHom/eOC3Z0sIUQ3Fx/iy6+m9OHu8zPYXVTL0h3FfLqjiAc+2MlDH+5kdGo4Fw6KZWr/aKIC5YeoEKersqGVJ5fu4Z1N+cQE+XD/9ddwYFs1/fY+B34etnMAABdWSURBVEt+BdOf99xJkLQ2JnbatgAKt4Kt2Xg8dghM+q0x0VNEb/emUYhTZDIpxqVHMC49gja7gx0FNby08hB/XbGfV746zBXDE5g1OknG2iIBbY+XW9HIHz/dzbJdJSSE+vL32cO4YECMrBsphHAppRT944LpHxfMPVMy2Ftcx9IdRSzZUcRDH+7k4Y92MiwplAm9I5jQO5LBCcFYzJ3b/Uu43uacKnaW25no0JhkmEuHcDg0Czfm8ufP9tHQYuO2iWncdW5v/L0tZBWfQ79IK3w1F8J7w7i73J3cU1dfZqyv+81bED0QRtxszFCcNAaC4tydOiE6hNVsYlhSKK9eP4LdhbX8c9UhFqzP5bU1RxiZEsrs0clM6R+Nn1fPDO165qcW1LfYeHHlQf71VTYWs+K+qX24eXyqDDoXQridUop+sUH0iw3i7vMz2F9Sz5IdRXy5r5Tn/nuAZ1ccINDHwvn9ormkmw7766le/eowS3c2syg7i2vGJHPF8ARC/GTYy+naklvFYx/vYnt+DaNTw3j80gE/vJoz+QGoOAjLH4awVOg33T2JPR0FW+CtWdBQBhPvg0n3g0l+x4juLTMuiGdnDuXh6a0s2pzHgvW5/PLtbXhbTEzMiGRq/xjGp0f0qBVJJKDtYRwOzaLN+fx52T7K61v4ybB4fnNBX6KDes5JL4TwHEop+sQE0icmkF+dn0FVQytfHypn9YFydydNdIJnZw4h6Z2VbK7x5g9L9vD0sn1MHxzHtWOSGZwoy6mcrH3Fdcz9fB/Ld5cQGejNs1cNYcaQuOP3vjKZ4LJ/QE0+vHcrzHwD0s9zfaJPRXMNrHwCNvwTAmNhTpaxJJEQPUiYvxdzJvbilvFpbDhSyWc7i1m2q5jlu0sASAzzZWRKGAPjg+kbE0TfmMDTmhfH4dCsO1xBQXUTZpPCZtc0tdlpbLXT1GanqdV2bLu5zU5ssC8TAjr60/5vPTag1Vq7OwkutyG7kt9/soudBbUMSwrh1etHMER+IAghPEiovxcXD4rj4kFGV8KsrCz3Jkh0KG+LmbPiLNw/ayx7imp5Y10OH2wtYNHmfAYlBHPN6GSmD47D10uuwh1PXmUjf12xnw+2FhDgZeHeKRncOC4V/xPNimr1havfgvmXwYKrYMaLMHimaxJ9KrSG7W8ZV5MbymDEjXDOQ+AnSwqKnstkUoxJC2dMWjiPTM9kV2Et67Mr2Zhdyar9Zby/peDYvjFBPiSH+xEf6ktCiC+Rgd6E+HkR6udFiJ8Vu0NT29xGTVMbtU028qoaWfJNEbmVjT/6/r5WM75e5mP3ZpMJJKB1jVe+OszSLc0EpFQyopuvrbq/pI6/Lt/P0p3FxAb78NzMIVwy+EdaaoUQQoguoF9sEH+8bCC/ndaXD7YW8Ma6HH793jc8vsRYwuKqkYkMiJfJCwEOlNTx76+zWbQ5H5NSzJmQxu1n9zq1qzEBkXDjp/D2NfDBbcZMwec+0nWWtineAUvuhbx1ED8CZr8DcUPdnSohuhSlFAPigxkQH8zN41PRWlNW38Leojr2Fteyt6iOvKpG1h6qoKS2GccJru+ZTYoRyaHcMyWDYUmh2B0ai1nhazXj52XB22I67nwHrm5s7rEBrcVkYn+VnSv+sZbhyaHMmZjG+f2iu9UkFIfK6nluxQEWf1OIv5eFu8/LYM7ENGnZFkII4TECfaxcd1YK145JZkN2JQs35PLOpjzmr8uhf1wQV41MZMbgeIL9ukjg5SI1jW1k7S/lvS0FrNpfhrfFxE9HJPKLc9KJDfY9vYP6BMHsRbDsd7Dmb5C/ybhaG96rYxN/Kiqz4evnYMvr4BsKl7wAQ2YbXaWFEP+TUoqoQB+iAn2YmBH5nefa7A6qG9uoamylqqGVqsY2rGZFkK+VIB8rQb4WIgK8sXrABIw9NqC9aXwq8c1HKPJN4dXV2dw2fzNpkf7cMj6NS4fGefQsYUfKG3j+iwN8uLUAb4uZ28/uxZwJabKerBBCCI+llGJ0Wjij08J5rLGNj7YX8PbGPB7+aBd/XLKHaQNiuHJkImNSw7tV4/TB0nre3piLr9XMHZPSWX2wnE93FLF0ZxHNbQ4iA7255/wMZo1OIrwj1m22eMFFc41Zghf/El46CybeCxPucd2ESw4HVOdA6R7jarGt2Zi9ePLvpHuxEB3EajYRGehNZKDnr/fuuVFbB/C2KG4Yl8o1Y5L5dGcx/1x1iN99sIMnPt3DZcPimTU6ib4xQe5O5knRWrM+u5J/rc5mxZ4SvMwmbh6fym1n9yKiIyo4IYQQoosI9jOu2l53Vgo7C2p4e2MeH24r4MNthSSF+XHVyER+Miz+9K9UulmLzc6yXSW8uS6H9dmVmE0Ku0PzUtYhbA5NiJ+Vy4YmcOWIBAYlhGDujAB+4BWQPA6W3Q8r/whWPxj78zM/rtbQVAU1eVBTALXO29G/a/Khrgjsrcb+oalw/ccQknTm7y2E6JZ6dEB7lMVs4pLBcUwfFMumnCreXJfDWxvy+M/aHPrGBDJ9cBzTB8WRFO7n7qT+wOGyer4+VMHC9bnsLqolxM/KnZN6cf1ZKUTJzMVCCCG6uaPjxR64qB+f7SzmrY25PL1sH08v20dcsA8zRyUxbUAM6VEBXXruiOY2O1/uL+OzncWs2FNCXbONxDBffn1BH346PJGVe0vZWVjDef2iOatXuGu6AQbFwhXzoK3JCGrriyFlAiSdZXRPPsphhyOrobXeCFgBtAMaK6C+xLjVlUB1LlQdgda6776PyWq8V1ACJI6CoHgIS4PAGGPbN7TzP6sQwmNJQNuOUoqRKWGMTAnjoYtbWLy9kI+3Fx6rGAclBHPhwFjO7Rvl1oqxuKaZxdsL+XBbAbsKawHoHRXAEz8ZyKVD4mWMrBBCiB7Hx2rm0qHxXDo0niPlDazYU8KqA+U8s3w/zyzfT3yILxMzIhmTZtTzcSHuv3pb2dDKVwfK+HxXCSv3ldLYaifY18rU/jFMHxzHhPSIY92nrxyZyJUkuj6RSsFFz8CHd8D6l42xtShjuZygOEBDXbFxdfXH+IVDQAyEJELyWAhNhuBECI43glj/SBkTK4Q4bRLQ/ojwAG9uGJfKDeNSya9q5NMdRXzyTRFPLt3Lk0v3khDqy+Q+UZydEcnI1DCCfTtvMgqb3cHBsnq+2FvK57tK2JZXDcDghGAeujiTSX0iSYvw79Itz0IIIYSrpET4c8uENG6ZkEZhdRNf7i8ja18pn2wvZOGGXADiQ3wZkRJKRnQgaRH+pEb6kxLuj4+18xqFbXYH2/KqWbW/jC/3l/FNQQ1aQ0SAF5cOjWfagBjGpLno6uupCI43uv22NUHeBshbD1U5UJsPygzBCZD5OISnO1+gjEDYNwwCorrOTMlCiG5JAtqTkBDqx5yJvZgzsReF1U1k7Stj5b5S3tuSz/x1OSgFfaIDGZ4cSt/YIDKiAugdHUion/WUgkytNdWNbewtrmNPUS17imrZW1zH/pI6WmwOwAhi75vah2kDYkiLdPEiT0IIIYSHiQvx5epRSVw9Kgm7Q7OnqJYN2ZVsPFLJ+sOVfLSt8Dv7RwR4ER3kQ5CPFX9vCwHeZny9LDgcGofW/GRYAmf1Cj/uex2txwuqm0gM9cPmcLA1t5qteVVsza1me141Da12TAqGJIbwy3MzmJgR0XnjYDua1RfSzjZuQgjRRUhAe4riQnyZNTqJWaOTaLHZ2ZJTzcYjRsX40bZC3lyfe2xfL4uJ6CBvogJ9iAzwxsdqwmo2YTGbaLM7aLE5aLXZaWy1U1LbTEFVEw2t9mOvD/f3ol9sENedlUzfmCDO6hXeJbpICSGEEJ7IbPp2jcabxqcCUN9i40h5A9nOW1FNE8U1zdS32CiobqKhxUZjqx2zCZrbHLy7OZ+0SH+CfKwkhPpiMSnqmm0U1jSTX9lIXYvt2HvZnYs8mk2KzNggLh+ewOjUcManR/S4ZYaEEKKzSEB7BrwtZs7qFX6spVZrTWFNM/tL6jhUWk9pXQultc2U1LZwsKyeVpuDNruDNrvGy6zwtprxtpjwtphICfdnXHoE8SG+9I4OpF9sIJEB3tKNWAghhOhEAd6WY0HuiTS32XnDOfNwU6udbXnVKAWB3lbign0YnRpGQqgvscG+7C2uxd/bwrCkUAbGB8v8FkII0UkkoO1ASiniQ3yJDzHG1wohhBCi+/Cxmo+NzT2RiwbFuiBFQgghutisA0IIIYQQQgghxMmRgFYIIYQQQgghhEeSgFYIIYQQQgghhEeSgFYIIYQQQgghhEeSgFYIIYQQQgghhEeSgFYIIYQQQgghhEeSgFYIIYQQQgghhEeSgFYIIYTwQEqpMKXUcqXUAed96I/sd71znwNKqeudjwUqpba1u5UrpZ51PneDUqqs3XO3uPJzCSGEEKdCAlohhBDCM/0W+K/WujfwX+f2dyilwoBHgNHAKOARpVSo1rpOaz3k6A3IAd5v99K32z3/aud/FCGEEOL0SEArhBBCeKYZwOvOv18HLj3OPlOB5VrrSq11FbAcuKD9Dkqp3kAU8FUnplUIIYToFBZ3J0AIIYQQpyVaa10EoLUuUkpFHWefeCCv3Xa+87H2rsa4IqvbPXa5UmoisB+4W2udx3EopeYAcwCio6PJyso6rQ/SXn19fYccR5yY5LXrSZ67nuS567k6zyWgFUIIIboopdQKIOY4Tz1wsoc4zmP6e9szgWvbbS8GFmqtW5RSt2Nc/T3neAfXWv8T+CfAiBEj9KRJk04yWT8uKyuLjjiOODHJa9eTPHc9yXPXc3Wee2RAu3nz5nKlVE4HHCoCKO+A44gTk7x2Pclz15M8d72OyvPkDjhGh9Nan/djzymlSpRSsc6rs7FA6XF2ywcmtdtOALLaHWMwYNFab273nhXt9n8FeOpk0ip1s0eSvHY9yXPXkzx3PZfWzR4Z0GqtIzviOEqpTVrrER1xLPG/SV67nuS560meu14Pz/OPgeuBJ533Hx1nn2XAn9rNgDwFuL/d81cDC9u/4GiQ7Ny8BNhzMomRutnzSF67nuS560meu56r89wjA1ohhBBC8CTwjlLqZiAX+CmAUmoEcLvW+hatdaVS6nFgo/M1v9daV7Y7xpXAhd877l1KqUsAG1AJ3NCJn0EIIYQ4IxLQCiGEEB7I2TX43OM8vgm4pd32v4F//8gx0o7z2P189yquEEII0WX19GV7/unuBPQgkteuJ3nuepLnrid53v3Id+o6kteuJ3nuepLnrufSPFffnaVfCCGEEEIIIYTwDD39Cq0QQgghhBBCCA/VrQNapdTx1t8TnUjy3LWUUr7uTkNPJOe560hedz/ynbqW5LfrSd3senKeu1ZXy+9uGdAqg0m360+tlOqWn7WrUEqZAbT0YXcZpdT9wL1KKW93p6UnUEpZlVJng3GeK6Uszse7VKHeXUg53v3Id+paUi+7h9TNriP1sut11XLc7QnoaEczWWvtUEr1U0rdrJTy0Vo73J227kxrbQdQSp2tlJqrlApzd5q6q6MFNrAaOBvo68bk9AhKKaW1bgOuU0r9Tin1Z5yzwMqPxY4n5Xj3I9+p60m97FpSN7uW1Muu15XL8W4X0Doz2UcpdRPwOnAt8JRSahRIq01HOtoio5QyK6WClVJvA+cDS7+3zqHoQFprm/P+K2ATcINSKtC9qeqejp7j7SrHDcAfgEDgz+5KV3cn5Xj3I9+pa0i97D5SN7uG1Mvu05XLcY8PaL9/mdvZxeZvwC+11qOAaUANME0pFSitNmeuXWHiUEqZtdZ2rXUNMAbop7X+r1LK6t5Udk/Orh5RSqlHlFKjgaeBIcBYNyet23Ge2w7n3+cope4EcoB3gXqtdYuc5x1DyvHuR75T15J62b2kbnYNqZddy5PKcY8PaNud2L2VUiHOLjbvAClKqXitdRPwNRCC0UopzlC7PL8T+Fgp9WtlTIBwOXCBc582aXE/c0qpZ5RSDzr/jnQWFtVANHCO1roCeAu4XikV5cakdgtKqSSl1FSlVJBz26SUehH4K5Crtf4MuBW4XCk12tnd6ehr5Xw/TVKOdz/ynbqW1MuuJXWz60i97D6eVI57ZEDrLEgecv6doZR6B2MB3/lKqVFa6+XAQuBh50u+AgqAKUqpOLck2oMppSYrpVLbbacrpeYBA4DngMEY3Ty2Y1Sk/3Du6pHnVxfzAXC3UqoP8KJS6jytdStGgdJLKTVVa/0y4AdcpL4dwyNOgbOCfAr4ErgN+A/wIOAP9NJaD9Zaf6KUsmita4F5wANKqQCl1C+VUla5wnRqpBzvfuQ7dR2pl91O6uZOJvWye3hsOa619rgbMAGoAAKAl4BbnI9nAasALyAVYwzDGOdzI4HJ7k67p92AMKDIma83OR+bDjQCU5zb/YDHgNnO/VuBPu5Ou6ffAJPzfiHwPnAV8J92zz/iPP+9nN/Jl0CUu9PtiTdgDrAIMDu3ewF5wK8xutfEAlbA0u418zBaJhcAvoBy9+fwpJuU493vJt+py/JZ6mX35r/Uza7JZ6mX3ZPvHlmOe1xLnTJm2PoKo4CYq7W+E9iqlFoDbMU4ge/SWmcDi4GnALTWG7XWK92Vbg9mB7ZgFNy3KqVmY8zg9zIwE0BrvQdQQKo2Jp14DhjqnuR2K0dbFn8GnAM4gBql1HXOx1dgVJbXaa0XO+9LXZ9Mz+ZsOZ8KvKK1tiul/LXWh4B7gesxCvUYrXWb1tqmlBqnlErCaDG+XGs9S2vdpJ2lujgxKce7H/lOXUrqZfeSurmTSb3sHp5cjitP+66VUkprrZVS4UA2MAi4GIjUWj+ilLodmAv0B8qARK31Pvel2HO1y+v5wDcYrTO3AkcwWml+BbyltX5HKfU8UKG1fsxd6e2OnIWLQyn1CEYFeS/wAkar+1UYLZR/1Vp/49xfSQF+6pRSC4GvtdYvHM1z5+NZGFc3soB6jPxOA36utd7hpuR6PCnHux/5Tl1D6uWuQermzif1sut5cjnucVdonRlt0saA++cxuiPYAB/neJIEYD3gr7Vu1Frvk0HhZ+wDwKq13gjsBO7GmKp7HzBXKfUvoDdGa/GxQfiS72fuaAHu/EESiTHwfi5Ga7tda33j0QrTuZ9UmKfIeZ5+CfRWxuQeDvXtUgtfAB8C/waagT1a67Ol0jwzUo53P/KdupzUy24kdXPnknrZPTy5HPe4K7Tfp5Tah9HV5iBG94+ntdbPuTdV3YtS6lqMFkgHMBBjOvoZQBRGo8gHWmtZ+6uTtGsJngk8rLXOVEp5aWMCimPPuzmZHs05scfPgYPtyw9lrOH4d611luRz55FyvPuR77RzSb3sflI3dy6pl93Pk8pxjw1o2xUkPwGe1FpnKKVCtdZVzufN2pheWpwhpVQocBh4Q2v9C+djaUBfjHEMvwAuOZr3ouO1O99XAP/QWi9SxnpgDmn57RhKqWnAo8ASYBtwJ8ZYqZu11oVuTFq3JeV49yPfqWtIvdw1SN3cuaRedg9PLMc9rsvxUc6MNmmt3wdylVI/1VpXKaXMzj7gXSqjPVw18BrwMRw7kQ9rrT/F6BLyGmDrKt0OuqN23W0aMH7EoLW2S4XZcbTWSzG67bUCN2Jc4ZgmlWbnkXK8+5Hv1GWkXu4CpG7uXFIvu4cnluMevS7W9wqSQ87HulwmdxO9MPrQf/9ELtVa/8tdiephRmCsKbjd3QnprrTWa4A1MoGH60g53v3Id+oyUi93DVI3dyKpl93D08pxjw5onaQg6WTOQeI3aGPq/x8854409VBZWpa3cAk5r11OyvHuR77TTiT1cpcidbMLyHntFh5TjnvsGNqjpMXGtSS/hRAdTcqV7ke+U9eRvBZCdAZPKls8PqAVQgghhBBCCNEzeeykUEIIIYQQQgghejYJaIUQQgghhBBCeCQJaIUQQgghhBBCeCQJaIUQQgghhBBCeCQJaIUQQgghhBBCeCQJaIUQQgghhBBCeKT/B9Az+eI9qo5cAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pair(['TMIN_s20','TMAX_s20'],plot_eigen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-13T16:36:53.399728Z",
     "start_time": "2018-04-13T16:36:53.091125Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pair(['TOBS','PRCP'],plot_eigen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-04-13T16:36:57.009097Z",
     "start_time": "2018-04-13T16:36:56.714291Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pair(['SNOW', 'SNWD'],plot_eigen)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Summary\n",
    "We saw how to plot:\n",
    "* Data from several (Station,Year,Measurement)\n",
    "* The mean+-std for a particular (Station,Measurement)\n",
    "* The percentage of cariance explained by top eigen-vectors.\n",
    "* The top eigen-vectors"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "celltoolbar": "Slideshow",
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "nav_menu": {
    "height": "190px",
    "width": "252px"
   },
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "514px",
    "left": "0px",
    "right": "925px",
    "top": "107px",
    "width": "323px"
   },
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
